{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4055bae2-cc2c-4f27-a4fb-b3997e0c54d1",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "!pip install -e /dss/dsshome1/04/di93zer/git/cellnet --no-deps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e96e573c-3b94-44e6-8dc8-275b028c9880",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting kaleido\n",
      "  Using cached kaleido-0.2.1-py2.py3-none-manylinux1_x86_64.whl (79.9 MB)\n",
      "Installing collected packages: kaleido\n",
      "Successfully installed kaleido-0.2.1\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.1.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install -U kaleido"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6fb57493-8595-4e50-b9f2-29d2268a9d5a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from os.path import join\n",
    "\n",
    "import anndata\n",
    "import scanpy as sc\n",
    "import dask.dataframe as dd\n",
    "import dask.array as da\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b7be57df-2443-4f7f-9a85-1c33484fc172",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "PATH = '/mnt/dssmcmlfs01/merlin_cxg_2023_05_15_sf-log1p'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9d3c7bc0-3e5f-48a5-844c-e837d3622bac",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "cols = [\n",
    "    'dataset_id', \n",
    "    'assay', \n",
    "    'cell_type', \n",
    "    'development_stage', \n",
    "    'disease', \n",
    "    'tissue', \n",
    "    'tissue_general', \n",
    "    'tech_sample'\n",
    "]\n",
    "\n",
    "obs_train = dd.read_parquet(join(PATH, 'train'), columns=cols, split_row_groups=True).compute()\n",
    "obs_val = dd.read_parquet(join(PATH, 'val'), columns=cols, split_row_groups=True).compute()\n",
    "obs_test = dd.read_parquet(join(PATH, 'test'), columns=cols, split_row_groups=True).compute()\n",
    "obs = pd.concat([obs_train, obs_val, obs_test]).reset_index(drop=True)\n",
    "\n",
    "\n",
    "cell_type_mapping = pd.read_parquet(join(PATH, 'categorical_lookup/cell_type.parquet'))\n",
    "tissue_general_mapping = pd.read_parquet(join(PATH, 'categorical_lookup/tissue_general.parquet'))\n",
    "tissue_mapping = pd.read_parquet(join(PATH, 'categorical_lookup/tissue.parquet'))\n",
    "disease_mapping = pd.read_parquet(join(PATH, 'categorical_lookup/disease.parquet'))\n",
    "assay_mapping = pd.read_parquet(join(PATH, 'categorical_lookup/assay.parquet'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6adfd2b8-41d5-49a3-bc9e-ee3358feeba6",
   "metadata": {},
   "source": [
    "# Summary plot of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "49e74b25-76d1-4676-a15c-6f40f60efe58",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22189056"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9f0bf1de-8828-45e8-a384-26ee282df11b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "249"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs.dataset_id.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c0fe34bf-7645-4fc9-9f12-1ecb950772cc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "52"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs.disease.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "10b24890-6e98-4099-ab6c-7a190aa3c79a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "164"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs.cell_type.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "16e006cf-9102-4dda-9c04-755b56590b09",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs.tissue_general.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e20ef8ee-3f74-4c4c-aed7-6ed0f74d6daa",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5052"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs.tech_sample.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8a534aec-ef0b-4fae-bf7b-564686611723",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cf8e62f2-398e-46bc-a4c6-37773d153e36",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tissue_general</th>\n",
       "      <th>cell_type</th>\n",
       "      <th>n_donors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>74</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1483</th>\n",
       "      <td>55</td>\n",
       "      <td>127</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1484</th>\n",
       "      <td>55</td>\n",
       "      <td>129</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1485</th>\n",
       "      <td>55</td>\n",
       "      <td>138</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1486</th>\n",
       "      <td>55</td>\n",
       "      <td>142</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1487</th>\n",
       "      <td>55</td>\n",
       "      <td>161</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1488 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      tissue_general  cell_type  n_donors\n",
       "0                  0          0         5\n",
       "1                  0         22         5\n",
       "2                  0         54         5\n",
       "3                  0         63         5\n",
       "4                  0         74         5\n",
       "...              ...        ...       ...\n",
       "1483              55        127         1\n",
       "1484              55        129         1\n",
       "1485              55        138         1\n",
       "1486              55        142         1\n",
       "1487              55        161         1\n",
       "\n",
       "[1488 rows x 3 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs_plot = (\n",
    "    obs[['tissue_general', 'cell_type', 'tech_sample']]\n",
    "    .groupby(['tissue_general', 'cell_type'])['tech_sample']\n",
    "    .nunique()\n",
    "    .reset_index()\n",
    "    .rename(columns={'tech_sample': 'n_donors'})\n",
    ")\n",
    "obs_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0e13eadd-a582-40e6-afdb-ba43d62b7cfc",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "n_donors_per_celltype = (\n",
    "    obs[['cell_type', 'tech_sample']]\n",
    "    .groupby('cell_type')['tech_sample']\n",
    "    .nunique()\n",
    "    .to_dict()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4d252c08-fae3-4991-b1af-58033b8506ae",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "n_diseases_per_celltype = (\n",
    "    obs[['cell_type', 'disease']]\n",
    "    .groupby('cell_type')['disease']\n",
    "    .nunique()\n",
    "    .to_dict()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f7edad98-eba0-4ab3-82a3-0dfe8b11e8e0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "obs_plot['tissue_general'] = tissue_general_mapping.iloc[obs_plot.tissue_general].to_numpy()\n",
    "obs_plot['cell_type'] = cell_type_mapping.iloc[obs_plot.cell_type].to_numpy()\n",
    "obs_plot['n_donors_per_cell_type'] = obs_plot['cell_type'].replace(n_donors_per_celltype)\n",
    "obs_plot['n_diseases_per_celltype'] = obs_plot['cell_type'].replace(n_diseases_per_celltype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d0a3bf61-515f-4228-b8a9-7a6a9d64cc3d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "0df81379-c080-4e13-9b88-33145ebf6a20",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "branchvalues": "total",
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
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           1
          ]
         },
         "hovertemplate": "labels=%{label}<br>n_donors=%{value}<br>parent=%{parent}<br>id=%{id}<extra></extra>",
         "ids": [
          "abdomen/B cell",
          "abdominal wall/B cell",
          "adrenal gland/B cell",
          "ascitic fluid/B cell",
          "axilla/B cell",
          "bladder organ/B cell",
          "blood/B cell",
          "brain/B cell",
          "breast/B cell",
          "colon/B cell",
          "endocrine gland/B cell",
          "esophagus/B cell",
          "exocrine gland/B cell",
          "eye/B cell",
          "fallopian tube/B cell",
          "heart/B cell",
          "intestine/B cell",
          "kidney/B cell",
          "large intestine/B cell",
          "liver/B cell",
          "lung/B cell",
          "lymph node/B cell",
          "mucosa/B cell",
          "musculature/B cell",
          "nose/B cell",
          "omentum/B cell",
          "ovary/B cell",
          "pancreas/B cell",
          "paracolic gutter/B cell",
          "parietal peritoneum/B cell",
          "peritoneum/B cell",
          "pleural fluid/B cell",
          "prostate gland/B cell",
          "reproductive system/B cell",
          "respiratory system/B cell",
          "saliva/B cell",
          "skeletal system/B cell",
          "small intestine/B cell",
          "spleen/B cell",
          "stomach/B cell",
          "urinary bladder/B cell",
          "uterus/B cell",
          "vasculature/B cell",
          "brain/Bergmann glial cell",
          "spinal cord/Bergmann glial cell",
          "blood/CD14-low, CD16-positive monocyte",
          "blood/CD14-positive monocyte",
          "bone marrow/CD14-positive monocyte",
          "heart/CD14-positive monocyte",
          "blood/CD14-positive, CD16-negative classical monocyte",
          "lung/CD14-positive, CD16-negative classical monocyte",
          "saliva/CD14-positive, CD16-negative classical monocyte",
          "blood/CD14-positive, CD16-positive monocyte",
          "heart/CD14-positive, CD16-positive monocyte",
          "lung/CD14-positive, CD16-positive monocyte",
          "saliva/CD14-positive, CD16-positive monocyte",
          "blood/CD16-negative, CD56-bright natural killer cell, human",
          "bone marrow/CD16-negative, CD56-bright natural killer cell, human",
          "colon/CD16-negative, CD56-bright natural killer cell, human",
          "lamina propria/CD16-negative, CD56-bright natural killer cell, human",
          "liver/CD16-negative, CD56-bright natural killer cell, human",
          "lung/CD16-negative, CD56-bright natural killer cell, human",
          "lymph node/CD16-negative, CD56-bright natural killer cell, human",
          "musculature/CD16-negative, CD56-bright natural killer cell, human",
          "nose/CD16-negative, CD56-bright natural killer cell, human",
          "omentum/CD16-negative, CD56-bright natural killer cell, human",
          "placenta/CD16-negative, CD56-bright natural killer cell, human",
          "respiratory system/CD16-negative, CD56-bright natural killer cell, human",
          "small intestine/CD16-negative, CD56-bright natural killer cell, human",
          "spleen/CD16-negative, CD56-bright natural killer cell, human",
          "blood/CD16-positive, CD56-dim natural killer cell, human",
          "bone marrow/CD16-positive, CD56-dim natural killer cell, human",
          "colon/CD16-positive, CD56-dim natural killer cell, human",
          "endocrine gland/CD16-positive, CD56-dim natural killer cell, human",
          "lamina propria/CD16-positive, CD56-dim natural killer cell, human",
          "liver/CD16-positive, CD56-dim natural killer cell, human",
          "lung/CD16-positive, CD56-dim natural killer cell, human",
          "lymph node/CD16-positive, CD56-dim natural killer cell, human",
          "musculature/CD16-positive, CD56-dim natural killer cell, human",
          "nose/CD16-positive, CD56-dim natural killer cell, human",
          "omentum/CD16-positive, CD56-dim natural killer cell, human",
          "placenta/CD16-positive, CD56-dim natural killer cell, human",
          "respiratory system/CD16-positive, CD56-dim natural killer cell, human",
          "small intestine/CD16-positive, CD56-dim natural killer cell, human",
          "spleen/CD16-positive, CD56-dim natural killer cell, human",
          "blood/CD1c-positive myeloid dendritic cell",
          "brain/CD1c-positive myeloid dendritic cell",
          "lung/CD1c-positive myeloid dendritic cell",
          "lymph node/CD1c-positive myeloid dendritic cell",
          "nose/CD1c-positive myeloid dendritic cell",
          "pleural fluid/CD1c-positive myeloid dendritic cell",
          "prostate gland/CD1c-positive myeloid dendritic cell",
          "respiratory system/CD1c-positive myeloid dendritic cell",
          "skin of body/CD1c-positive myeloid dendritic cell",
          "spleen/CD1c-positive myeloid dendritic cell",
          "blood/CD4-positive helper T cell",
          "bone marrow/CD4-positive helper T cell",
          "breast/CD4-positive helper T cell",
          "colon/CD4-positive helper T cell",
          "endocrine gland/CD4-positive helper T cell",
          "esophagogastric junction/CD4-positive helper T cell",
          "esophagus/CD4-positive helper T cell",
          "exocrine gland/CD4-positive helper T cell",
          "immune system/CD4-positive helper T cell",
          "kidney/CD4-positive helper T cell",
          "lamina propria/CD4-positive helper T cell",
          "liver/CD4-positive helper T cell",
          "lung/CD4-positive helper T cell",
          "lymph node/CD4-positive helper T cell",
          "musculature/CD4-positive helper T cell",
          "omentum/CD4-positive helper T cell",
          "skin of body/CD4-positive helper T cell",
          "small intestine/CD4-positive helper T cell",
          "spleen/CD4-positive helper T cell",
          "stomach/CD4-positive helper T cell",
          "blood/CD4-positive, alpha-beta T cell",
          "bone marrow/CD4-positive, alpha-beta T cell",
          "brain/CD4-positive, alpha-beta T cell",
          "breast/CD4-positive, alpha-beta T cell",
          "colon/CD4-positive, alpha-beta T cell",
          "endocrine gland/CD4-positive, alpha-beta T cell",
          "esophagus/CD4-positive, alpha-beta T cell",
          "eye/CD4-positive, alpha-beta T cell",
          "kidney/CD4-positive, alpha-beta T cell",
          "large intestine/CD4-positive, alpha-beta T cell",
          "lung/CD4-positive, alpha-beta T cell",
          "lymph node/CD4-positive, alpha-beta T cell",
          "musculature/CD4-positive, alpha-beta T cell",
          "nose/CD4-positive, alpha-beta T cell",
          "pleural fluid/CD4-positive, alpha-beta T cell",
          "respiratory system/CD4-positive, alpha-beta T cell",
          "small intestine/CD4-positive, alpha-beta T cell",
          "spleen/CD4-positive, alpha-beta T cell",
          "blood/CD4-positive, alpha-beta cytotoxic T cell",
          "heart/CD4-positive, alpha-beta cytotoxic T cell",
          "lymph node/CD4-positive, alpha-beta cytotoxic T cell",
          "blood/CD4-positive, alpha-beta memory T cell",
          "colon/CD4-positive, alpha-beta memory T cell",
          "endocrine gland/CD4-positive, alpha-beta memory T cell",
          "lymph node/CD4-positive, alpha-beta memory T cell",
          "nose/CD4-positive, alpha-beta memory T cell",
          "respiratory system/CD4-positive, alpha-beta memory T cell",
          "skin of body/CD4-positive, alpha-beta memory T cell",
          "spleen/CD4-positive, alpha-beta memory T cell",
          "endocrine gland/CD8-alpha-alpha-positive, alpha-beta intraepithelial T cell",
          "liver/CD8-alpha-alpha-positive, alpha-beta intraepithelial T cell",
          "skin of body/CD8-alpha-alpha-positive, alpha-beta intraepithelial T cell",
          "spleen/CD8-alpha-alpha-positive, alpha-beta intraepithelial T cell",
          "yolk sac/CD8-alpha-alpha-positive, alpha-beta intraepithelial T cell",
          "blood/CD8-positive, alpha-beta T cell",
          "bone marrow/CD8-positive, alpha-beta T cell",
          "brain/CD8-positive, alpha-beta T cell",
          "colon/CD8-positive, alpha-beta T cell",
          "endocrine gland/CD8-positive, alpha-beta T cell",
          "esophagus/CD8-positive, alpha-beta T cell",
          "exocrine gland/CD8-positive, alpha-beta T cell",
          "eye/CD8-positive, alpha-beta T cell",
          "kidney/CD8-positive, alpha-beta T cell",
          "large intestine/CD8-positive, alpha-beta T cell",
          "lung/CD8-positive, alpha-beta T cell",
          "lymph node/CD8-positive, alpha-beta T cell",
          "musculature/CD8-positive, alpha-beta T cell",
          "nose/CD8-positive, alpha-beta T cell",
          "pleural fluid/CD8-positive, alpha-beta T cell",
          "prostate gland/CD8-positive, alpha-beta T cell",
          "respiratory system/CD8-positive, alpha-beta T cell",
          "saliva/CD8-positive, alpha-beta T cell",
          "small intestine/CD8-positive, alpha-beta T cell",
          "spleen/CD8-positive, alpha-beta T cell",
          "blood/CD8-positive, alpha-beta cytotoxic T cell",
          "endocrine gland/CD8-positive, alpha-beta cytotoxic T cell",
          "esophagus/CD8-positive, alpha-beta cytotoxic T cell",
          "heart/CD8-positive, alpha-beta cytotoxic T cell",
          "immune system/CD8-positive, alpha-beta cytotoxic T cell",
          "lung/CD8-positive, alpha-beta cytotoxic T cell",
          "skin of body/CD8-positive, alpha-beta cytotoxic T cell",
          "blood/CD8-positive, alpha-beta memory T cell",
          "bone marrow/CD8-positive, alpha-beta memory T cell",
          "breast/CD8-positive, alpha-beta memory T cell",
          "colon/CD8-positive, alpha-beta memory T cell",
          "endocrine gland/CD8-positive, alpha-beta memory T cell",
          "lamina propria/CD8-positive, alpha-beta memory T cell",
          "large intestine/CD8-positive, alpha-beta memory T cell",
          "liver/CD8-positive, alpha-beta memory T cell",
          "lung/CD8-positive, alpha-beta memory T cell",
          "lymph node/CD8-positive, alpha-beta memory T cell",
          "musculature/CD8-positive, alpha-beta memory T cell",
          "nose/CD8-positive, alpha-beta memory T cell",
          "omentum/CD8-positive, alpha-beta memory T cell",
          "respiratory system/CD8-positive, alpha-beta memory T cell",
          "skin of body/CD8-positive, alpha-beta memory T cell",
          "small intestine/CD8-positive, alpha-beta memory T cell",
          "spleen/CD8-positive, alpha-beta memory T cell",
          "blood/IgA plasma cell",
          "breast/IgA plasma cell",
          "colon/IgA plasma cell",
          "esophagogastric junction/IgA plasma cell",
          "esophagus/IgA plasma cell",
          "large intestine/IgA plasma cell",
          "lymph node/IgA plasma cell",
          "small intestine/IgA plasma cell",
          "stomach/IgA plasma cell",
          "blood/IgG plasma cell",
          "breast/IgG plasma cell",
          "esophagogastric junction/IgG plasma cell",
          "esophagus/IgG plasma cell",
          "large intestine/IgG plasma cell",
          "lymph node/IgG plasma cell",
          "small intestine/IgG plasma cell",
          "spleen/IgG plasma cell",
          "stomach/IgG plasma cell",
          "brain/L2/3-6 intratelencephalic projecting glutamatergic cortical neuron",
          "brain/L6b glutamatergic cortical neuron",
          "adipose tissue/Schwann cell",
          "bone marrow/Schwann cell",
          "esophagus/Schwann cell",
          "eye/Schwann cell",
          "heart/Schwann cell",
          "lung/Schwann cell",
          "mucosa/Schwann cell",
          "musculature/Schwann cell",
          "prostate gland/Schwann cell",
          "tongue/Schwann cell",
          "abdomen/T cell",
          "abdominal wall/T cell",
          "adipose tissue/T cell",
          "adrenal gland/T cell",
          "ascitic fluid/T cell",
          "axilla/T cell",
          "bladder organ/T cell",
          "blood/T cell",
          "brain/T cell",
          "breast/T cell",
          "colon/T cell",
          "endocrine gland/T cell",
          "esophagus/T cell",
          "exocrine gland/T cell",
          "eye/T cell",
          "fallopian tube/T cell",
          "heart/T cell",
          "immune system/T cell",
          "intestine/T cell",
          "kidney/T cell",
          "large intestine/T cell",
          "liver/T cell",
          "lung/T cell",
          "lymph node/T cell",
          "mucosa/T cell",
          "musculature/T cell",
          "nose/T cell",
          "omentum/T cell",
          "ovary/T cell",
          "pancreas/T cell",
          "paracolic gutter/T cell",
          "parietal peritoneum/T cell",
          "peritoneum/T cell",
          "placenta/T cell",
          "pleural fluid/T cell",
          "prostate gland/T cell",
          "respiratory system/T cell",
          "skeletal system/T cell",
          "skin of body/T cell",
          "small intestine/T cell",
          "spleen/T cell",
          "urinary bladder/T cell",
          "uterus/T cell",
          "vasculature/T cell",
          "yolk sac/T cell",
          "blood/T follicular helper cell",
          "bone marrow/T follicular helper cell",
          "colon/T follicular helper cell",
          "endocrine gland/T follicular helper cell",
          "immune system/T follicular helper cell",
          "lamina propria/T follicular helper cell",
          "liver/T follicular helper cell",
          "lung/T follicular helper cell",
          "lymph node/T follicular helper cell",
          "musculature/T follicular helper cell",
          "nose/T follicular helper cell",
          "omentum/T follicular helper cell",
          "respiratory system/T follicular helper cell",
          "small intestine/T follicular helper cell",
          "spleen/T follicular helper cell",
          "blood/T-helper 17 cell",
          "colon/T-helper 17 cell",
          "large intestine/T-helper 17 cell",
          "lung/T-helper 17 cell",
          "lymph node/T-helper 17 cell",
          "small intestine/T-helper 17 cell",
          "blood/T-helper 22 cell",
          "blood/activated CD4-positive, alpha-beta T cell",
          "breast/activated CD4-positive, alpha-beta T cell",
          "colon/activated CD4-positive, alpha-beta T cell",
          "heart/activated CD4-positive, alpha-beta T cell",
          "large intestine/activated CD4-positive, alpha-beta T cell",
          "lymph node/activated CD4-positive, alpha-beta T cell",
          "small intestine/activated CD4-positive, alpha-beta T cell",
          "blood/activated CD8-positive, alpha-beta T cell",
          "breast/activated CD8-positive, alpha-beta T cell",
          "esophagogastric junction/activated CD8-positive, alpha-beta T cell",
          "esophagus/activated CD8-positive, alpha-beta T cell",
          "heart/activated CD8-positive, alpha-beta T cell",
          "large intestine/activated CD8-positive, alpha-beta T cell",
          "lymph node/activated CD8-positive, alpha-beta T cell",
          "small intestine/activated CD8-positive, alpha-beta T cell",
          "spleen/activated CD8-positive, alpha-beta T cell",
          "stomach/activated CD8-positive, alpha-beta T cell",
          "blood/alpha-beta T cell",
          "bone marrow/alpha-beta T cell",
          "colon/alpha-beta T cell",
          "endocrine gland/alpha-beta T cell",
          "lamina propria/alpha-beta T cell",
          "liver/alpha-beta T cell",
          "lung/alpha-beta T cell",
          "lymph node/alpha-beta T cell",
          "musculature/alpha-beta T cell",
          "omentum/alpha-beta T cell",
          "small intestine/alpha-beta T cell",
          "spleen/alpha-beta T cell",
          "breast/alternatively activated macrophage",
          "kidney/alternatively activated macrophage",
          "nose/alternatively activated macrophage",
          "respiratory system/alternatively activated macrophage",
          "blood/alveolar macrophage",
          "bone marrow/alveolar macrophage",
          "brain/alveolar macrophage",
          "colon/alveolar macrophage",
          "lamina propria/alveolar macrophage",
          "liver/alveolar macrophage",
          "lung/alveolar macrophage",
          "lymph node/alveolar macrophage",
          "musculature/alveolar macrophage",
          "nose/alveolar macrophage",
          "omentum/alveolar macrophage",
          "pleural fluid/alveolar macrophage",
          "respiratory system/alveolar macrophage",
          "small intestine/alveolar macrophage",
          "spleen/alveolar macrophage",
          "lung/alveolar type 1 fibroblast cell",
          "respiratory system/alveolar type 1 fibroblast cell",
          "lung/alveolar type 2 fibroblast cell",
          "nose/alveolar type 2 fibroblast cell",
          "respiratory system/alveolar type 2 fibroblast cell",
          "eye/amacrine cell",
          "brain/astrocyte",
          "eye/astrocyte",
          "spinal cord/astrocyte",
          "brain/astrocyte of the cerebral cortex",
          "blood/basal cell",
          "breast/basal cell",
          "colon/basal cell",
          "esophagus/basal cell",
          "exocrine gland/basal cell",
          "eye/basal cell",
          "lung/basal cell",
          "mucosa/basal cell",
          "respiratory system/basal cell",
          "small intestine/basal cell",
          "stomach/basal cell",
          "tongue/basal cell",
          "nose/basal cell of epithelium of trachea",
          "respiratory system/basal cell of epithelium of trachea",
          "brain/blood vessel endothelial cell",
          "breast/blood vessel endothelial cell",
          "esophagus/blood vessel endothelial cell",
          "eye/blood vessel endothelial cell",
          "fallopian tube/blood vessel endothelial cell",
          "liver/blood vessel endothelial cell",
          "lung/blood vessel endothelial cell",
          "small intestine/blood vessel endothelial cell",
          "brain/bronchus fibroblast of lung",
          "lung/bronchus fibroblast of lung",
          "lymph node/bronchus fibroblast of lung",
          "nose/bronchus fibroblast of lung",
          "respiratory system/bronchus fibroblast of lung",
          "bladder organ/capillary endothelial cell",
          "brain/capillary endothelial cell",
          "breast/capillary endothelial cell",
          "endocrine gland/capillary endothelial cell",
          "esophagogastric junction/capillary endothelial cell",
          "esophagus/capillary endothelial cell",
          "heart/capillary endothelial cell",
          "kidney/capillary endothelial cell",
          "large intestine/capillary endothelial cell",
          "lung/capillary endothelial cell",
          "lymph node/capillary endothelial cell",
          "musculature/capillary endothelial cell",
          "respiratory system/capillary endothelial cell",
          "small intestine/capillary endothelial cell",
          "stomach/capillary endothelial cell",
          "tongue/capillary endothelial cell",
          "heart/cardiac muscle cell",
          "heart/cardiac neuron",
          "brain/caudal ganglionic eminence derived GABAergic cortical interneuron",
          "blood/central memory CD4-positive, alpha-beta T cell",
          "immune system/central memory CD4-positive, alpha-beta T cell",
          "blood/central memory CD8-positive, alpha-beta T cell",
          "immune system/central memory CD8-positive, alpha-beta T cell",
          "brain/central nervous system macrophage",
          "spinal cord/central nervous system macrophage",
          "brain/chandelier pvalb GABAergic cortical interneuron",
          "lung/ciliated columnar cell of tracheobronchial tree",
          "nose/ciliated columnar cell of tracheobronchial tree",
          "respiratory system/ciliated columnar cell of tracheobronchial tree",
          "blood/class switched memory B cell",
          "breast/class switched memory B cell",
          "blood/classical monocyte",
          "bone marrow/classical monocyte",
          "brain/classical monocyte",
          "breast/classical monocyte",
          "colon/classical monocyte",
          "endocrine gland/classical monocyte",
          "kidney/classical monocyte",
          "lamina propria/classical monocyte",
          "liver/classical monocyte",
          "lung/classical monocyte",
          "lymph node/classical monocyte",
          "musculature/classical monocyte",
          "nose/classical monocyte",
          "omentum/classical monocyte",
          "pleural fluid/classical monocyte",
          "prostate gland/classical monocyte",
          "respiratory system/classical monocyte",
          "small intestine/classical monocyte",
          "spleen/classical monocyte",
          "blood/club cell",
          "brain/club cell",
          "lung/club cell",
          "lymph node/club cell",
          "nose/club cell",
          "prostate gland/club cell",
          "respiratory system/club cell",
          "blood/conventional dendritic cell",
          "bone marrow/conventional dendritic cell",
          "brain/conventional dendritic cell",
          "breast/conventional dendritic cell",
          "colon/conventional dendritic cell",
          "endocrine gland/conventional dendritic cell",
          "immune system/conventional dendritic cell",
          "kidney/conventional dendritic cell",
          "lamina propria/conventional dendritic cell",
          "large intestine/conventional dendritic cell",
          "liver/conventional dendritic cell",
          "lung/conventional dendritic cell",
          "lymph node/conventional dendritic cell",
          "musculature/conventional dendritic cell",
          "nose/conventional dendritic cell",
          "omentum/conventional dendritic cell",
          "placenta/conventional dendritic cell",
          "pleural fluid/conventional dendritic cell",
          "reproductive system/conventional dendritic cell",
          "respiratory system/conventional dendritic cell",
          "small intestine/conventional dendritic cell",
          "spleen/conventional dendritic cell",
          "brain/corticothalamic-projecting glutamatergic cortical neuron",
          "abdomen/dendritic cell",
          "abdominal wall/dendritic cell",
          "adrenal gland/dendritic cell",
          "ascitic fluid/dendritic cell",
          "axilla/dendritic cell",
          "blood/dendritic cell",
          "bone marrow/dendritic cell",
          "brain/dendritic cell",
          "colon/dendritic cell",
          "endocrine gland/dendritic cell",
          "esophagogastric junction/dendritic cell",
          "esophagus/dendritic cell",
          "eye/dendritic cell",
          "fallopian tube/dendritic cell",
          "heart/dendritic cell",
          "intestine/dendritic cell",
          "kidney/dendritic cell",
          "large intestine/dendritic cell",
          "liver/dendritic cell",
          "lung/dendritic cell",
          "lymph node/dendritic cell",
          "mucosa/dendritic cell",
          "musculature/dendritic cell",
          "nose/dendritic cell",
          "omentum/dendritic cell",
          "ovary/dendritic cell",
          "paracolic gutter/dendritic cell",
          "parietal peritoneum/dendritic cell",
          "peritoneum/dendritic cell",
          "pleural fluid/dendritic cell",
          "prostate gland/dendritic cell",
          "respiratory system/dendritic cell",
          "saliva/dendritic cell",
          "skeletal system/dendritic cell",
          "skin of body/dendritic cell",
          "small intestine/dendritic cell",
          "spleen/dendritic cell",
          "stomach/dendritic cell",
          "uterus/dendritic cell",
          "yolk sac/dendritic cell",
          "blood/double negative T regulatory cell",
          "blood/double negative thymocyte",
          "endocrine gland/double negative thymocyte",
          "liver/double negative thymocyte",
          "skin of body/double negative thymocyte",
          "spleen/double negative thymocyte",
          "yolk sac/double negative thymocyte",
          "blood/double-positive, alpha-beta thymocyte",
          "endocrine gland/double-positive, alpha-beta thymocyte",
          "kidney/double-positive, alpha-beta thymocyte",
          "respiratory system/double-positive, alpha-beta thymocyte",
          "skin of body/double-positive, alpha-beta thymocyte",
          "spleen/double-positive, alpha-beta thymocyte",
          "blood/effector CD8-positive, alpha-beta T cell",
          "lung/effector CD8-positive, alpha-beta T cell",
          "lymph node/effector CD8-positive, alpha-beta T cell",
          "prostate gland/effector CD8-positive, alpha-beta T cell",
          "blood/effector memory CD4-positive, alpha-beta T cell",
          "bone marrow/effector memory CD4-positive, alpha-beta T cell",
          "breast/effector memory CD4-positive, alpha-beta T cell",
          "colon/effector memory CD4-positive, alpha-beta T cell",
          "endocrine gland/effector memory CD4-positive, alpha-beta T cell",
          "lamina propria/effector memory CD4-positive, alpha-beta T cell",
          "liver/effector memory CD4-positive, alpha-beta T cell",
          "lung/effector memory CD4-positive, alpha-beta T cell",
          "lymph node/effector memory CD4-positive, alpha-beta T cell",
          "musculature/effector memory CD4-positive, alpha-beta T cell",
          "omentum/effector memory CD4-positive, alpha-beta T cell",
          "small intestine/effector memory CD4-positive, alpha-beta T cell",
          "spleen/effector memory CD4-positive, alpha-beta T cell",
          "blood/effector memory CD8-positive, alpha-beta T cell",
          "breast/effector memory CD8-positive, alpha-beta T cell",
          "lung/effector memory CD8-positive, alpha-beta T cell",
          "blood/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "bone marrow/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "colon/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "endocrine gland/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "lamina propria/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "liver/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "lung/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "lymph node/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "musculature/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "omentum/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "small intestine/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "spleen/effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "lung/elicited macrophage",
          "nose/elicited macrophage",
          "respiratory system/elicited macrophage",
          "abdomen/endothelial cell",
          "abdominal wall/endothelial cell",
          "adipose tissue/endothelial cell",
          "adrenal gland/endothelial cell",
          "ascitic fluid/endothelial cell",
          "axilla/endothelial cell",
          "bone marrow/endothelial cell",
          "brain/endothelial cell",
          "colon/endothelial cell",
          "endocrine gland/endothelial cell",
          "esophagus/endothelial cell",
          "exocrine gland/endothelial cell",
          "eye/endothelial cell",
          "fallopian tube/endothelial cell",
          "heart/endothelial cell",
          "intestine/endothelial cell",
          "kidney/endothelial cell",
          "large intestine/endothelial cell",
          "liver/endothelial cell",
          "lung/endothelial cell",
          "lymph node/endothelial cell",
          "musculature/endothelial cell",
          "omentum/endothelial cell",
          "ovary/endothelial cell",
          "pancreas/endothelial cell",
          "paracolic gutter/endothelial cell",
          "parietal peritoneum/endothelial cell",
          "peritoneum/endothelial cell",
          "placenta/endothelial cell",
          "prostate gland/endothelial cell",
          "reproductive system/endothelial cell",
          "respiratory system/endothelial cell",
          "skeletal system/endothelial cell",
          "skin of body/endothelial cell",
          "small intestine/endothelial cell",
          "spinal cord/endothelial cell",
          "spleen/endothelial cell",
          "stomach/endothelial cell",
          "urinary bladder/endothelial cell",
          "uterus/endothelial cell",
          "vasculature/endothelial cell",
          "yolk sac/endothelial cell",
          "breast/endothelial cell of artery",
          "colon/endothelial cell of artery",
          "endocrine gland/endothelial cell of artery",
          "esophagogastric junction/endothelial cell of artery",
          "esophagus/endothelial cell of artery",
          "exocrine gland/endothelial cell of artery",
          "heart/endothelial cell of artery",
          "large intestine/endothelial cell of artery",
          "lung/endothelial cell of artery",
          "lymph node/endothelial cell of artery",
          "musculature/endothelial cell of artery",
          "small intestine/endothelial cell of artery",
          "stomach/endothelial cell of artery",
          "tongue/endothelial cell of artery",
          "vasculature/endothelial cell of artery",
          "adipose tissue/endothelial cell of lymphatic vessel",
          "bladder organ/endothelial cell of lymphatic vessel",
          "brain/endothelial cell of lymphatic vessel",
          "breast/endothelial cell of lymphatic vessel",
          "colon/endothelial cell of lymphatic vessel",
          "endocrine gland/endothelial cell of lymphatic vessel",
          "esophagus/endothelial cell of lymphatic vessel",
          "exocrine gland/endothelial cell of lymphatic vessel",
          "eye/endothelial cell of lymphatic vessel",
          "fallopian tube/endothelial cell of lymphatic vessel",
          "heart/endothelial cell of lymphatic vessel",
          "large intestine/endothelial cell of lymphatic vessel",
          "lung/endothelial cell of lymphatic vessel",
          "lymph node/endothelial cell of lymphatic vessel",
          "mucosa/endothelial cell of lymphatic vessel",
          "musculature/endothelial cell of lymphatic vessel",
          "nose/endothelial cell of lymphatic vessel",
          "ovary/endothelial cell of lymphatic vessel",
          "prostate gland/endothelial cell of lymphatic vessel",
          "respiratory system/endothelial cell of lymphatic vessel",
          "skin of body/endothelial cell of lymphatic vessel",
          "small intestine/endothelial cell of lymphatic vessel",
          "tongue/endothelial cell of lymphatic vessel",
          "uterus/endothelial cell of lymphatic vessel",
          "vasculature/endothelial cell of lymphatic vessel",
          "colon/enteric smooth muscle cell",
          "digestive system/enteric smooth muscle cell",
          "esophagus/enteric smooth muscle cell",
          "large intestine/enteric smooth muscle cell",
          "small intestine/enteric smooth muscle cell",
          "colon/enterocyte",
          "esophagogastric junction/enterocyte",
          "esophagus/enterocyte",
          "large intestine/enterocyte",
          "small intestine/enterocyte",
          "stomach/enterocyte",
          "colon/enteroendocrine cell",
          "endocrine gland/enteroendocrine cell",
          "esophagogastric junction/enteroendocrine cell",
          "esophagus/enteroendocrine cell",
          "large intestine/enteroendocrine cell",
          "liver/enteroendocrine cell",
          "lung/enteroendocrine cell",
          "lymph node/enteroendocrine cell",
          "respiratory system/enteroendocrine cell",
          "small intestine/enteroendocrine cell",
          "spleen/enteroendocrine cell",
          "stomach/enteroendocrine cell",
          "brain/ependymal cell",
          "spinal cord/ependymal cell",
          "kidney/epithelial cell of proximal tubule",
          "blood/erythroblast",
          "bone marrow/erythroblast",
          "colon/erythroblast",
          "esophagus/erythroblast",
          "liver/erythroblast",
          "lung/erythroblast",
          "respiratory system/erythroblast",
          "small intestine/erythroblast",
          "stomach/erythroblast",
          "axilla/erythrocyte",
          "blood/erythrocyte",
          "bone marrow/erythrocyte",
          "brain/erythrocyte",
          "endocrine gland/erythrocyte",
          "esophagogastric junction/erythrocyte",
          "esophagus/erythrocyte",
          "heart/erythrocyte",
          "kidney/erythrocyte",
          "large intestine/erythrocyte",
          "liver/erythrocyte",
          "lung/erythrocyte",
          "lymph node/erythrocyte",
          "musculature/erythrocyte",
          "reproductive system/erythrocyte",
          "skin of body/erythrocyte",
          "small intestine/erythrocyte",
          "spleen/erythrocyte",
          "stomach/erythrocyte",
          "vasculature/erythrocyte",
          "yolk sac/erythrocyte",
          "blood/exhausted T cell",
          "lymph node/exhausted T cell",
          "abdomen/fallopian tube secretory epithelial cell",
          "abdominal wall/fallopian tube secretory epithelial cell",
          "ascitic fluid/fallopian tube secretory epithelial cell",
          "colon/fallopian tube secretory epithelial cell",
          "fallopian tube/fallopian tube secretory epithelial cell",
          "intestine/fallopian tube secretory epithelial cell",
          "large intestine/fallopian tube secretory epithelial cell",
          "liver/fallopian tube secretory epithelial cell",
          "lymph node/fallopian tube secretory epithelial cell",
          "musculature/fallopian tube secretory epithelial cell",
          "omentum/fallopian tube secretory epithelial cell",
          "ovary/fallopian tube secretory epithelial cell",
          "paracolic gutter/fallopian tube secretory epithelial cell",
          "parietal peritoneum/fallopian tube secretory epithelial cell",
          "peritoneum/fallopian tube secretory epithelial cell",
          "urinary bladder/fallopian tube secretory epithelial cell",
          "uterus/fallopian tube secretory epithelial cell",
          "heart/fibroblast of cardiac tissue",
          "esophagogastric junction/foveolar cell of stomach",
          "esophagus/foveolar cell of stomach",
          "small intestine/foveolar cell of stomach",
          "stomach/foveolar cell of stomach",
          "blood/gamma-delta T cell",
          "bone marrow/gamma-delta T cell",
          "breast/gamma-delta T cell",
          "colon/gamma-delta T cell",
          "endocrine gland/gamma-delta T cell",
          "esophagogastric junction/gamma-delta T cell",
          "esophagus/gamma-delta T cell",
          "lamina propria/gamma-delta T cell",
          "large intestine/gamma-delta T cell",
          "liver/gamma-delta T cell",
          "lung/gamma-delta T cell",
          "lymph node/gamma-delta T cell",
          "musculature/gamma-delta T cell",
          "nose/gamma-delta T cell",
          "omentum/gamma-delta T cell",
          "respiratory system/gamma-delta T cell",
          "small intestine/gamma-delta T cell",
          "spleen/gamma-delta T cell",
          "stomach/gamma-delta T cell",
          "brain/glutamatergic neuron",
          "colon/goblet cell",
          "eye/goblet cell",
          "large intestine/goblet cell",
          "lung/goblet cell",
          "respiratory system/goblet cell",
          "small intestine/goblet cell",
          "stomach/goblet cell",
          "blood/granulocyte",
          "bone marrow/granulocyte",
          "endocrine gland/granulocyte",
          "kidney/granulocyte",
          "liver/granulocyte",
          "placenta/granulocyte",
          "prostate gland/granulocyte",
          "skin of body/granulocyte",
          "spleen/granulocyte",
          "yolk sac/granulocyte",
          "ovary/granulosa cell",
          "reproductive system/granulosa cell",
          "blood/hematopoietic stem cell",
          "bone marrow/hematopoietic stem cell",
          "endocrine gland/hematopoietic stem cell",
          "liver/hematopoietic stem cell",
          "lung/hematopoietic stem cell",
          "lymph node/hematopoietic stem cell",
          "respiratory system/hematopoietic stem cell",
          "skin of body/hematopoietic stem cell",
          "spleen/hematopoietic stem cell",
          "yolk sac/hematopoietic stem cell",
          "blood/immature B cell",
          "bone marrow/immature B cell",
          "endocrine gland/immature B cell",
          "esophagus/immature B cell",
          "kidney/immature B cell",
          "large intestine/immature B cell",
          "lung/immature B cell",
          "lymph node/immature B cell",
          "skin of body/immature B cell",
          "small intestine/immature B cell",
          "spleen/immature B cell",
          "bone marrow/immature innate lymphoid cell",
          "heart/immature innate lymphoid cell",
          "reproductive system/immature innate lymphoid cell",
          "breast/inflammatory macrophage",
          "large intestine/inflammatory macrophage",
          "liver/inflammatory macrophage",
          "lymph node/inflammatory macrophage",
          "small intestine/inflammatory macrophage",
          "blood/innate lymphoid cell",
          "colon/innate lymphoid cell",
          "endocrine gland/innate lymphoid cell",
          "heart/innate lymphoid cell",
          "immune system/innate lymphoid cell",
          "liver/innate lymphoid cell",
          "lymph node/innate lymphoid cell",
          "nose/innate lymphoid cell",
          "ovary/innate lymphoid cell",
          "placenta/innate lymphoid cell",
          "respiratory system/innate lymphoid cell",
          "skin of body/innate lymphoid cell",
          "small intestine/innate lymphoid cell",
          "spleen/innate lymphoid cell",
          "yolk sac/innate lymphoid cell",
          "blood/intermediate monocyte",
          "lung/intermediate monocyte",
          "lymph node/intermediate monocyte",
          "spleen/intermediate monocyte",
          "esophagus/intestine goblet cell",
          "large intestine/intestine goblet cell",
          "lymph node/intestine goblet cell",
          "small intestine/intestine goblet cell",
          "stomach/intestine goblet cell",
          "small intestine/intraepithelial lymphocyte",
          "endocrine gland/keratinocyte",
          "kidney/keratinocyte",
          "liver/keratinocyte",
          "reproductive system/keratinocyte",
          "scalp/keratinocyte",
          "skin of body/keratinocyte",
          "tongue/keratinocyte",
          "trunk/keratinocyte",
          "kidney/kidney collecting duct intercalated cell",
          "kidney/kidney collecting duct principal cell",
          "kidney/kidney connecting tubule epithelial cell",
          "kidney/kidney distal convoluted tubule epithelial cell",
          "kidney/kidney interstitial fibroblast",
          "kidney/kidney loop of Henle thick ascending limb epithelial cell",
          "kidney/kidney loop of Henle thin ascending limb epithelial cell",
          "kidney/kidney loop of Henle thin descending limb epithelial cell",
          "brain/lamp5 GABAergic cortical interneuron",
          "adipose tissue/leukocyte",
          "brain/leukocyte",
          "colon/leukocyte",
          "digestive system/leukocyte",
          "eye/leukocyte",
          "kidney/leukocyte",
          "ovary/leukocyte",
          "prostate gland/leukocyte",
          "skin of body/leukocyte",
          "small intestine/leukocyte",
          "spinal cord/leukocyte",
          "tongue/leukocyte",
          "uterus/leukocyte",
          "breast/luminal epithelial cell of mammary gland",
          "exocrine gland/luminal epithelial cell of mammary gland",
          "lung/lung macrophage",
          "nose/lung macrophage",
          "respiratory system/lung macrophage",
          "lung/lung pericyte",
          "respiratory system/lung pericyte",
          "adipose tissue/lymphocyte",
          "blood/lymphocyte",
          "bone marrow/lymphocyte",
          "breast/lymphocyte",
          "colon/lymphocyte",
          "endocrine gland/lymphocyte",
          "eye/lymphocyte",
          "heart/lymphocyte",
          "kidney/lymphocyte",
          "lamina propria/lymphocyte",
          "liver/lymphocyte",
          "lung/lymphocyte",
          "lymph node/lymphocyte",
          "musculature/lymphocyte",
          "omentum/lymphocyte",
          "small intestine/lymphocyte",
          "spleen/lymphocyte",
          "blood/lymphoid lineage restricted progenitor cell",
          "bone marrow/lymphoid lineage restricted progenitor cell",
          "heart/lymphoid lineage restricted progenitor cell",
          "liver/lymphoid lineage restricted progenitor cell",
          "adipose tissue/macrophage",
          "adrenal gland/macrophage",
          "axilla/macrophage",
          "bladder organ/macrophage",
          "blood/macrophage",
          "bone marrow/macrophage",
          "brain/macrophage",
          "breast/macrophage",
          "colon/macrophage",
          "endocrine gland/macrophage",
          "esophagogastric junction/macrophage",
          "esophagus/macrophage",
          "exocrine gland/macrophage",
          "eye/macrophage",
          "fallopian tube/macrophage",
          "heart/macrophage",
          "immune system/macrophage",
          "kidney/macrophage",
          "lamina propria/macrophage",
          "large intestine/macrophage",
          "liver/macrophage",
          "lung/macrophage",
          "lymph node/macrophage",
          "mucosa/macrophage",
          "musculature/macrophage",
          "nose/macrophage",
          "omentum/macrophage",
          "placenta/macrophage",
          "pleural fluid/macrophage",
          "prostate gland/macrophage",
          "reproductive system/macrophage",
          "respiratory system/macrophage",
          "saliva/macrophage",
          "skeletal system/macrophage",
          "skin of body/macrophage",
          "small intestine/macrophage",
          "spleen/macrophage",
          "stomach/macrophage",
          "uterus/macrophage",
          "vasculature/macrophage",
          "yolk sac/macrophage",
          "abdomen/mast cell",
          "adipose tissue/mast cell",
          "adrenal gland/mast cell",
          "ascitic fluid/mast cell",
          "axilla/mast cell",
          "bladder organ/mast cell",
          "blood/mast cell",
          "bone marrow/mast cell",
          "brain/mast cell",
          "breast/mast cell",
          "colon/mast cell",
          "endocrine gland/mast cell",
          "esophagogastric junction/mast cell",
          "esophagus/mast cell",
          "exocrine gland/mast cell",
          "eye/mast cell",
          "fallopian tube/mast cell",
          "heart/mast cell",
          "intestine/mast cell",
          "kidney/mast cell",
          "lamina propria/mast cell",
          "large intestine/mast cell",
          "liver/mast cell",
          "lung/mast cell",
          "lymph node/mast cell",
          "mucosa/mast cell",
          "musculature/mast cell",
          "nose/mast cell",
          "omentum/mast cell",
          "ovary/mast cell",
          "pancreas/mast cell",
          "paracolic gutter/mast cell",
          "parietal peritoneum/mast cell",
          "peritoneum/mast cell",
          "pleural fluid/mast cell",
          "prostate gland/mast cell",
          "reproductive system/mast cell",
          "respiratory system/mast cell",
          "skeletal system/mast cell",
          "skin of body/mast cell",
          "small intestine/mast cell",
          "spleen/mast cell",
          "stomach/mast cell",
          "urinary bladder/mast cell",
          "uterus/mast cell",
          "vasculature/mast cell",
          "yolk sac/mast cell",
          "blood/mature B cell",
          "bone marrow/mature B cell",
          "endocrine gland/mature B cell",
          "immune system/mature B cell",
          "kidney/mature B cell",
          "skin of body/mature B cell",
          "spleen/mature B cell",
          "adipose tissue/mature NK T cell",
          "bladder organ/mature NK T cell",
          "blood/mature NK T cell",
          "bone marrow/mature NK T cell",
          "breast/mature NK T cell",
          "colon/mature NK T cell",
          "endocrine gland/mature NK T cell",
          "esophagus/mature NK T cell",
          "exocrine gland/mature NK T cell",
          "eye/mature NK T cell",
          "fallopian tube/mature NK T cell",
          "heart/mature NK T cell",
          "kidney/mature NK T cell",
          "large intestine/mature NK T cell",
          "liver/mature NK T cell",
          "lung/mature NK T cell",
          "lymph node/mature NK T cell",
          "mucosa/mature NK T cell",
          "musculature/mature NK T cell",
          "nose/mature NK T cell",
          "pancreas/mature NK T cell",
          "prostate gland/mature NK T cell",
          "respiratory system/mature NK T cell",
          "skin of body/mature NK T cell",
          "small intestine/mature NK T cell",
          "spleen/mature NK T cell",
          "stomach/mature NK T cell",
          "uterus/mature NK T cell",
          "vasculature/mature NK T cell",
          "brain/mature T cell",
          "endocrine gland/mature T cell",
          "blood/mature alpha-beta T cell",
          "bone marrow/mature alpha-beta T cell",
          "lung/mature alpha-beta T cell",
          "lymph node/mature alpha-beta T cell",
          "saliva/mature alpha-beta T cell",
          "blood/mature gamma-delta T cell",
          "lung/mature gamma-delta T cell",
          "blood/megakaryocyte-erythroid progenitor cell",
          "bone marrow/megakaryocyte-erythroid progenitor cell",
          "endocrine gland/megakaryocyte-erythroid progenitor cell",
          "kidney/megakaryocyte-erythroid progenitor cell",
          "liver/megakaryocyte-erythroid progenitor cell",
          "lung/megakaryocyte-erythroid progenitor cell",
          "reproductive system/megakaryocyte-erythroid progenitor cell",
          "skin of body/megakaryocyte-erythroid progenitor cell",
          "spleen/megakaryocyte-erythroid progenitor cell",
          "yolk sac/megakaryocyte-erythroid progenitor cell",
          "blood/memory B cell",
          "bone marrow/memory B cell",
          "colon/memory B cell",
          "endocrine gland/memory B cell",
          "esophagogastric junction/memory B cell",
          "esophagus/memory B cell",
          "exocrine gland/memory B cell",
          "immune system/memory B cell",
          "lamina propria/memory B cell",
          "large intestine/memory B cell",
          "liver/memory B cell",
          "lung/memory B cell",
          "lymph node/memory B cell",
          "musculature/memory B cell",
          "nose/memory B cell",
          "omentum/memory B cell",
          "respiratory system/memory B cell",
          "skin of body/memory B cell",
          "small intestine/memory B cell",
          "spleen/memory B cell",
          "stomach/memory B cell",
          "blood/memory T cell",
          "colon/memory T cell",
          "esophagogastric junction/memory T cell",
          "esophagus/memory T cell",
          "lymph node/memory T cell",
          "small intestine/memory T cell",
          "stomach/memory T cell",
          "adipose tissue/mesothelial cell",
          "brain/mesothelial cell",
          "colon/mesothelial cell",
          "digestive system/mesothelial cell",
          "endocrine gland/mesothelial cell",
          "esophagus/mesothelial cell",
          "heart/mesothelial cell",
          "large intestine/mesothelial cell",
          "liver/mesothelial cell",
          "lung/mesothelial cell",
          "musculature/mesothelial cell",
          "pleural fluid/mesothelial cell",
          "reproductive system/mesothelial cell",
          "respiratory system/mesothelial cell",
          "skin of body/mesothelial cell",
          "small intestine/mesothelial cell",
          "spleen/mesothelial cell",
          "stomach/mesothelial cell",
          "yolk sac/mesothelial cell",
          "brain/microglial cell",
          "eye/microglial cell",
          "abdomen/monocyte",
          "abdominal wall/monocyte",
          "ascitic fluid/monocyte",
          "blood/monocyte",
          "bone marrow/monocyte",
          "brain/monocyte",
          "colon/monocyte",
          "endocrine gland/monocyte",
          "esophagogastric junction/monocyte",
          "esophagus/monocyte",
          "exocrine gland/monocyte",
          "eye/monocyte",
          "fallopian tube/monocyte",
          "heart/monocyte",
          "intestine/monocyte",
          "kidney/monocyte",
          "large intestine/monocyte",
          "liver/monocyte",
          "lung/monocyte",
          "lymph node/monocyte",
          "musculature/monocyte",
          "nose/monocyte",
          "omentum/monocyte",
          "ovary/monocyte",
          "paracolic gutter/monocyte",
          "parietal peritoneum/monocyte",
          "peritoneum/monocyte",
          "placenta/monocyte",
          "reproductive system/monocyte",
          "respiratory system/monocyte",
          "saliva/monocyte",
          "skin of body/monocyte",
          "small intestine/monocyte",
          "spleen/monocyte",
          "stomach/monocyte",
          "urinary bladder/monocyte",
          "uterus/monocyte",
          "yolk sac/monocyte",
          "blood/mucosal invariant T cell",
          "bone marrow/mucosal invariant T cell",
          "colon/mucosal invariant T cell",
          "endocrine gland/mucosal invariant T cell",
          "lamina propria/mucosal invariant T cell",
          "large intestine/mucosal invariant T cell",
          "liver/mucosal invariant T cell",
          "lung/mucosal invariant T cell",
          "lymph node/mucosal invariant T cell",
          "musculature/mucosal invariant T cell",
          "nose/mucosal invariant T cell",
          "omentum/mucosal invariant T cell",
          "respiratory system/mucosal invariant T cell",
          "small intestine/mucosal invariant T cell",
          "spleen/mucosal invariant T cell",
          "esophagogastric junction/mucous neck cell",
          "esophagus/mucous neck cell",
          "small intestine/mucous neck cell",
          "stomach/mucous neck cell",
          "breast/myoepithelial cell of mammary gland",
          "mucosa/myoepithelial cell of mammary gland",
          "blood/naive B cell",
          "bone marrow/naive B cell",
          "breast/naive B cell",
          "colon/naive B cell",
          "endocrine gland/naive B cell",
          "exocrine gland/naive B cell",
          "immune system/naive B cell",
          "lamina propria/naive B cell",
          "large intestine/naive B cell",
          "liver/naive B cell",
          "lung/naive B cell",
          "lymph node/naive B cell",
          "musculature/naive B cell",
          "nose/naive B cell",
          "omentum/naive B cell",
          "respiratory system/naive B cell",
          "skin of body/naive B cell",
          "small intestine/naive B cell",
          "spleen/naive B cell",
          "colon/naive T cell",
          "nose/naive T cell",
          "respiratory system/naive T cell",
          "small intestine/naive T cell",
          "blood/naive thymus-derived CD4-positive, alpha-beta T cell",
          "bone marrow/naive thymus-derived CD4-positive, alpha-beta T cell",
          "colon/naive thymus-derived CD4-positive, alpha-beta T cell",
          "endocrine gland/naive thymus-derived CD4-positive, alpha-beta T cell",
          "kidney/naive thymus-derived CD4-positive, alpha-beta T cell",
          "lamina propria/naive thymus-derived CD4-positive, alpha-beta T cell",
          "liver/naive thymus-derived CD4-positive, alpha-beta T cell",
          "lung/naive thymus-derived CD4-positive, alpha-beta T cell",
          "lymph node/naive thymus-derived CD4-positive, alpha-beta T cell",
          "musculature/naive thymus-derived CD4-positive, alpha-beta T cell",
          "omentum/naive thymus-derived CD4-positive, alpha-beta T cell",
          "skin of body/naive thymus-derived CD4-positive, alpha-beta T cell",
          "small intestine/naive thymus-derived CD4-positive, alpha-beta T cell",
          "spleen/naive thymus-derived CD4-positive, alpha-beta T cell",
          "blood/naive thymus-derived CD8-positive, alpha-beta T cell",
          "bone marrow/naive thymus-derived CD8-positive, alpha-beta T cell",
          "colon/naive thymus-derived CD8-positive, alpha-beta T cell",
          "endocrine gland/naive thymus-derived CD8-positive, alpha-beta T cell",
          "kidney/naive thymus-derived CD8-positive, alpha-beta T cell",
          "lamina propria/naive thymus-derived CD8-positive, alpha-beta T cell",
          "liver/naive thymus-derived CD8-positive, alpha-beta T cell",
          "lung/naive thymus-derived CD8-positive, alpha-beta T cell",
          "lymph node/naive thymus-derived CD8-positive, alpha-beta T cell",
          "musculature/naive thymus-derived CD8-positive, alpha-beta T cell",
          "omentum/naive thymus-derived CD8-positive, alpha-beta T cell",
          "skin of body/naive thymus-derived CD8-positive, alpha-beta T cell",
          "small intestine/naive thymus-derived CD8-positive, alpha-beta T cell",
          "spleen/naive thymus-derived CD8-positive, alpha-beta T cell",
          "lung/nasal mucosa goblet cell",
          "nose/nasal mucosa goblet cell",
          "respiratory system/nasal mucosa goblet cell",
          "blood/natural killer cell",
          "bone marrow/natural killer cell",
          "brain/natural killer cell",
          "breast/natural killer cell",
          "colon/natural killer cell",
          "endocrine gland/natural killer cell",
          "esophagogastric junction/natural killer cell",
          "esophagus/natural killer cell",
          "eye/natural killer cell",
          "fallopian tube/natural killer cell",
          "heart/natural killer cell",
          "immune system/natural killer cell",
          "kidney/natural killer cell",
          "large intestine/natural killer cell",
          "liver/natural killer cell",
          "lung/natural killer cell",
          "lymph node/natural killer cell",
          "nose/natural killer cell",
          "ovary/natural killer cell",
          "pleural fluid/natural killer cell",
          "prostate gland/natural killer cell",
          "reproductive system/natural killer cell",
          "respiratory system/natural killer cell",
          "saliva/natural killer cell",
          "skin of body/natural killer cell",
          "small intestine/natural killer cell",
          "spleen/natural killer cell",
          "stomach/natural killer cell",
          "yolk sac/natural killer cell",
          "brain/near-projecting glutamatergic cortical neuron",
          "brain/neuron",
          "endocrine gland/neuron",
          "esophagus/neuron",
          "heart/neuron",
          "kidney/neuron",
          "liver/neuron",
          "lung/neuron",
          "skin of body/neuron",
          "small intestine/neuron",
          "spinal cord/neuron",
          "spleen/neuron",
          "yolk sac/neuron",
          "adipose tissue/neutrophil",
          "adrenal gland/neutrophil",
          "blood/neutrophil",
          "bone marrow/neutrophil",
          "brain/neutrophil",
          "breast/neutrophil",
          "exocrine gland/neutrophil",
          "kidney/neutrophil",
          "large intestine/neutrophil",
          "liver/neutrophil",
          "lung/neutrophil",
          "lymph node/neutrophil",
          "musculature/neutrophil",
          "nose/neutrophil",
          "pleural fluid/neutrophil",
          "prostate gland/neutrophil",
          "reproductive system/neutrophil",
          "respiratory system/neutrophil",
          "saliva/neutrophil",
          "skeletal system/neutrophil",
          "skin of body/neutrophil",
          "small intestine/neutrophil",
          "spleen/neutrophil",
          "blood/non-classical monocyte",
          "bone marrow/non-classical monocyte",
          "brain/non-classical monocyte",
          "breast/non-classical monocyte",
          "kidney/non-classical monocyte",
          "lamina propria/non-classical monocyte",
          "liver/non-classical monocyte",
          "lung/non-classical monocyte",
          "lymph node/non-classical monocyte",
          "musculature/non-classical monocyte",
          "nose/non-classical monocyte",
          "omentum/non-classical monocyte",
          "pleural fluid/non-classical monocyte",
          "prostate gland/non-classical monocyte",
          "respiratory system/non-classical monocyte",
          "small intestine/non-classical monocyte",
          "spleen/non-classical monocyte",
          "brain/oligodendrocyte",
          "spinal cord/oligodendrocyte",
          "brain/oligodendrocyte precursor cell",
          "large intestine/oligodendrocyte precursor cell",
          "small intestine/oligodendrocyte precursor cell",
          "spinal cord/oligodendrocyte precursor cell",
          "colon/paneth cell",
          "small intestine/paneth cell",
          "adipose tissue/pericyte",
          "bladder organ/pericyte",
          "brain/pericyte",
          "breast/pericyte",
          "colon/pericyte",
          "digestive system/pericyte",
          "esophagus/pericyte",
          "exocrine gland/pericyte",
          "eye/pericyte",
          "fallopian tube/pericyte",
          "heart/pericyte",
          "kidney/pericyte",
          "large intestine/pericyte",
          "liver/pericyte",
          "lung/pericyte",
          "lymph node/pericyte",
          "musculature/pericyte",
          "ovary/pericyte",
          "placenta/pericyte",
          "prostate gland/pericyte",
          "skin of body/pericyte",
          "small intestine/pericyte",
          "spinal cord/pericyte",
          "stomach/pericyte",
          "tongue/pericyte",
          "uterus/pericyte",
          "vasculature/pericyte",
          "abdomen/plasma cell",
          "abdominal wall/plasma cell",
          "adipose tissue/plasma cell",
          "adrenal gland/plasma cell",
          "ascitic fluid/plasma cell",
          "axilla/plasma cell",
          "bladder organ/plasma cell",
          "blood/plasma cell",
          "bone marrow/plasma cell",
          "brain/plasma cell",
          "colon/plasma cell",
          "endocrine gland/plasma cell",
          "exocrine gland/plasma cell",
          "eye/plasma cell",
          "fallopian tube/plasma cell",
          "heart/plasma cell",
          "intestine/plasma cell",
          "kidney/plasma cell",
          "lamina propria/plasma cell",
          "large intestine/plasma cell",
          "liver/plasma cell",
          "lung/plasma cell",
          "lymph node/plasma cell",
          "musculature/plasma cell",
          "nose/plasma cell",
          "omentum/plasma cell",
          "ovary/plasma cell",
          "pancreas/plasma cell",
          "paracolic gutter/plasma cell",
          "parietal peritoneum/plasma cell",
          "peritoneum/plasma cell",
          "placenta/plasma cell",
          "pleural fluid/plasma cell",
          "prostate gland/plasma cell",
          "respiratory system/plasma cell",
          "skin of body/plasma cell",
          "small intestine/plasma cell",
          "spleen/plasma cell",
          "urinary bladder/plasma cell",
          "uterus/plasma cell",
          "vasculature/plasma cell",
          "blood/plasmablast",
          "bone marrow/plasmablast",
          "colon/plasmablast",
          "immune system/plasmablast",
          "lamina propria/plasmablast",
          "liver/plasmablast",
          "lung/plasmablast",
          "lymph node/plasmablast",
          "musculature/plasmablast",
          "small intestine/plasmablast",
          "spleen/plasmablast",
          "bladder organ/plasmacytoid dendritic cell",
          "blood/plasmacytoid dendritic cell",
          "bone marrow/plasmacytoid dendritic cell",
          "brain/plasmacytoid dendritic cell",
          "breast/plasmacytoid dendritic cell",
          "colon/plasmacytoid dendritic cell",
          "endocrine gland/plasmacytoid dendritic cell",
          "immune system/plasmacytoid dendritic cell",
          "kidney/plasmacytoid dendritic cell",
          "lamina propria/plasmacytoid dendritic cell",
          "large intestine/plasmacytoid dendritic cell",
          "liver/plasmacytoid dendritic cell",
          "lung/plasmacytoid dendritic cell",
          "lymph node/plasmacytoid dendritic cell",
          "musculature/plasmacytoid dendritic cell",
          "nose/plasmacytoid dendritic cell",
          "pleural fluid/plasmacytoid dendritic cell",
          "prostate gland/plasmacytoid dendritic cell",
          "reproductive system/plasmacytoid dendritic cell",
          "respiratory system/plasmacytoid dendritic cell",
          "skin of body/plasmacytoid dendritic cell",
          "small intestine/plasmacytoid dendritic cell",
          "spleen/plasmacytoid dendritic cell",
          "yolk sac/plasmacytoid dendritic cell",
          "blood/platelet",
          "lung/platelet",
          "spleen/platelet",
          "blood/precursor B cell",
          "bone marrow/precursor B cell",
          "endocrine gland/precursor B cell",
          "large intestine/precursor B cell",
          "liver/precursor B cell",
          "lung/precursor B cell",
          "lymph node/precursor B cell",
          "reproductive system/precursor B cell",
          "small intestine/precursor B cell",
          "spleen/precursor B cell",
          "blood/pro-B cell",
          "bone marrow/pro-B cell",
          "kidney/pro-B cell",
          "large intestine/pro-B cell",
          "liver/pro-B cell",
          "lung/pro-B cell",
          "lymph node/pro-B cell",
          "reproductive system/pro-B cell",
          "skin of body/pro-B cell",
          "small intestine/pro-B cell",
          "spleen/pro-B cell",
          "bone marrow/promonocyte",
          "endocrine gland/promonocyte",
          "kidney/promonocyte",
          "liver/promonocyte",
          "lung/promonocyte",
          "skin of body/promonocyte",
          "spleen/promonocyte",
          "yolk sac/promonocyte",
          "brain/pulmonary artery endothelial cell",
          "lung/pulmonary artery endothelial cell",
          "nose/pulmonary artery endothelial cell",
          "respiratory system/pulmonary artery endothelial cell",
          "brain/pvalb GABAergic cortical interneuron",
          "blood/regulatory T cell",
          "bone marrow/regulatory T cell",
          "brain/regulatory T cell",
          "breast/regulatory T cell",
          "colon/regulatory T cell",
          "endocrine gland/regulatory T cell",
          "immune system/regulatory T cell",
          "kidney/regulatory T cell",
          "lamina propria/regulatory T cell",
          "large intestine/regulatory T cell",
          "liver/regulatory T cell",
          "lung/regulatory T cell",
          "lymph node/regulatory T cell",
          "musculature/regulatory T cell",
          "nose/regulatory T cell",
          "omentum/regulatory T cell",
          "pleural fluid/regulatory T cell",
          "respiratory system/regulatory T cell",
          "skin of body/regulatory T cell",
          "small intestine/regulatory T cell",
          "spleen/regulatory T cell",
          "kidney/renal interstitial pericyte",
          "blood/respiratory basal cell",
          "lung/respiratory basal cell",
          "nose/respiratory basal cell",
          "respiratory system/respiratory basal cell",
          "lung/respiratory hillock cell",
          "nose/respiratory hillock cell",
          "respiratory system/respiratory hillock cell",
          "eye/retina horizontal cell",
          "eye/retinal cone cell",
          "eye/retinal ganglion cell",
          "eye/retinal rod cell",
          "adipose tissue/smooth muscle cell",
          "bladder organ/smooth muscle cell",
          "brain/smooth muscle cell",
          "endocrine gland/smooth muscle cell",
          "esophagus/smooth muscle cell",
          "fallopian tube/smooth muscle cell",
          "heart/smooth muscle cell",
          "liver/smooth muscle cell",
          "lung/smooth muscle cell",
          "lymph node/smooth muscle cell",
          "musculature/smooth muscle cell",
          "ovary/smooth muscle cell",
          "prostate gland/smooth muscle cell",
          "reproductive system/smooth muscle cell",
          "respiratory system/smooth muscle cell",
          "skin of body/smooth muscle cell",
          "spleen/smooth muscle cell",
          "vasculature/smooth muscle cell",
          "brain/sncg GABAergic cortical interneuron",
          "brain/sst GABAergic cortical interneuron",
          "nose/tracheal goblet cell",
          "respiratory system/tracheal goblet cell",
          "lung/tracheobronchial smooth muscle cell",
          "nose/tracheobronchial smooth muscle cell",
          "respiratory system/tracheobronchial smooth muscle cell",
          "blood/transitional stage B cell",
          "lung/type I pneumocyte",
          "lymph node/type I pneumocyte",
          "respiratory system/type I pneumocyte",
          "brain/type II pneumocyte",
          "lung/type II pneumocyte",
          "lymph node/type II pneumocyte",
          "respiratory system/type II pneumocyte",
          "brain/vascular associated smooth muscle cell",
          "breast/vascular associated smooth muscle cell",
          "endocrine gland/vascular associated smooth muscle cell",
          "exocrine gland/vascular associated smooth muscle cell",
          "kidney/vascular associated smooth muscle cell",
          "liver/vascular associated smooth muscle cell",
          "lung/vascular associated smooth muscle cell",
          "prostate gland/vascular associated smooth muscle cell",
          "skin of body/vascular associated smooth muscle cell",
          "spinal cord/vascular associated smooth muscle cell",
          "spleen/vascular associated smooth muscle cell",
          "uterus/vascular associated smooth muscle cell",
          "yolk sac/vascular associated smooth muscle cell",
          "bladder organ/vein endothelial cell",
          "brain/vein endothelial cell",
          "breast/vein endothelial cell",
          "colon/vein endothelial cell",
          "endocrine gland/vein endothelial cell",
          "esophagogastric junction/vein endothelial cell",
          "esophagus/vein endothelial cell",
          "exocrine gland/vein endothelial cell",
          "heart/vein endothelial cell",
          "large intestine/vein endothelial cell",
          "lung/vein endothelial cell",
          "lymph node/vein endothelial cell",
          "nose/vein endothelial cell",
          "respiratory system/vein endothelial cell",
          "small intestine/vein endothelial cell",
          "stomach/vein endothelial cell",
          "tongue/vein endothelial cell",
          "brain/vip GABAergic cortical interneuron",
          "abdomen",
          "abdominal wall",
          "adipose tissue",
          "adrenal gland",
          "ascitic fluid",
          "axilla",
          "bladder organ",
          "blood",
          "bone marrow",
          "brain",
          "breast",
          "colon",
          "digestive system",
          "endocrine gland",
          "esophagogastric junction",
          "esophagus",
          "exocrine gland",
          "eye",
          "fallopian tube",
          "heart",
          "immune system",
          "intestine",
          "kidney",
          "lamina propria",
          "large intestine",
          "liver",
          "lung",
          "lymph node",
          "mucosa",
          "musculature",
          "nose",
          "omentum",
          "ovary",
          "pancreas",
          "paracolic gutter",
          "parietal peritoneum",
          "peritoneum",
          "placenta",
          "pleural fluid",
          "prostate gland",
          "reproductive system",
          "respiratory system",
          "saliva",
          "scalp",
          "skeletal system",
          "skin of body",
          "small intestine",
          "spinal cord",
          "spleen",
          "stomach",
          "tongue",
          "trunk",
          "urinary bladder",
          "uterus",
          "vasculature",
          "yolk sac"
         ],
         "labels": [
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "B cell",
          "Bergmann glial cell",
          "Bergmann glial cell",
          "CD14-low, CD16-positive monocyte",
          "CD14-positive monocyte",
          "CD14-positive monocyte",
          "CD14-positive monocyte",
          "CD14-positive, CD16-negative classical monocyte",
          "CD14-positive, CD16-negative classical monocyte",
          "CD14-positive, CD16-negative classical monocyte",
          "CD14-positive, CD16-positive monocyte",
          "CD14-positive, CD16-positive monocyte",
          "CD14-positive, CD16-positive monocyte",
          "CD14-positive, CD16-positive monocyte",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-negative, CD56-bright natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD16-positive, CD56-dim natural killer cell, human",
          "CD1c-positive myeloid dendritic cell",
          "CD1c-positive myeloid dendritic cell",
          "CD1c-positive myeloid dendritic cell",
          "CD1c-positive myeloid dendritic cell",
          "CD1c-positive myeloid dendritic cell",
          "CD1c-positive myeloid dendritic cell",
          "CD1c-positive myeloid dendritic cell",
          "CD1c-positive myeloid dendritic cell",
          "CD1c-positive myeloid dendritic cell",
          "CD1c-positive myeloid dendritic cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive helper T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta T cell",
          "CD4-positive, alpha-beta cytotoxic T cell",
          "CD4-positive, alpha-beta cytotoxic T cell",
          "CD4-positive, alpha-beta cytotoxic T cell",
          "CD4-positive, alpha-beta memory T cell",
          "CD4-positive, alpha-beta memory T cell",
          "CD4-positive, alpha-beta memory T cell",
          "CD4-positive, alpha-beta memory T cell",
          "CD4-positive, alpha-beta memory T cell",
          "CD4-positive, alpha-beta memory T cell",
          "CD4-positive, alpha-beta memory T cell",
          "CD4-positive, alpha-beta memory T cell",
          "CD8-alpha-alpha-positive, alpha-beta intraepithelial T cell",
          "CD8-alpha-alpha-positive, alpha-beta intraepithelial T cell",
          "CD8-alpha-alpha-positive, alpha-beta intraepithelial T cell",
          "CD8-alpha-alpha-positive, alpha-beta intraepithelial T cell",
          "CD8-alpha-alpha-positive, alpha-beta intraepithelial T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta T cell",
          "CD8-positive, alpha-beta cytotoxic T cell",
          "CD8-positive, alpha-beta cytotoxic T cell",
          "CD8-positive, alpha-beta cytotoxic T cell",
          "CD8-positive, alpha-beta cytotoxic T cell",
          "CD8-positive, alpha-beta cytotoxic T cell",
          "CD8-positive, alpha-beta cytotoxic T cell",
          "CD8-positive, alpha-beta cytotoxic T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "CD8-positive, alpha-beta memory T cell",
          "IgA plasma cell",
          "IgA plasma cell",
          "IgA plasma cell",
          "IgA plasma cell",
          "IgA plasma cell",
          "IgA plasma cell",
          "IgA plasma cell",
          "IgA plasma cell",
          "IgA plasma cell",
          "IgG plasma cell",
          "IgG plasma cell",
          "IgG plasma cell",
          "IgG plasma cell",
          "IgG plasma cell",
          "IgG plasma cell",
          "IgG plasma cell",
          "IgG plasma cell",
          "IgG plasma cell",
          "L2/3-6 intratelencephalic projecting glutamatergic cortical neuron",
          "L6b glutamatergic cortical neuron",
          "Schwann cell",
          "Schwann cell",
          "Schwann cell",
          "Schwann cell",
          "Schwann cell",
          "Schwann cell",
          "Schwann cell",
          "Schwann cell",
          "Schwann cell",
          "Schwann cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T follicular helper cell",
          "T-helper 17 cell",
          "T-helper 17 cell",
          "T-helper 17 cell",
          "T-helper 17 cell",
          "T-helper 17 cell",
          "T-helper 17 cell",
          "T-helper 22 cell",
          "activated CD4-positive, alpha-beta T cell",
          "activated CD4-positive, alpha-beta T cell",
          "activated CD4-positive, alpha-beta T cell",
          "activated CD4-positive, alpha-beta T cell",
          "activated CD4-positive, alpha-beta T cell",
          "activated CD4-positive, alpha-beta T cell",
          "activated CD4-positive, alpha-beta T cell",
          "activated CD8-positive, alpha-beta T cell",
          "activated CD8-positive, alpha-beta T cell",
          "activated CD8-positive, alpha-beta T cell",
          "activated CD8-positive, alpha-beta T cell",
          "activated CD8-positive, alpha-beta T cell",
          "activated CD8-positive, alpha-beta T cell",
          "activated CD8-positive, alpha-beta T cell",
          "activated CD8-positive, alpha-beta T cell",
          "activated CD8-positive, alpha-beta T cell",
          "activated CD8-positive, alpha-beta T cell",
          "alpha-beta T cell",
          "alpha-beta T cell",
          "alpha-beta T cell",
          "alpha-beta T cell",
          "alpha-beta T cell",
          "alpha-beta T cell",
          "alpha-beta T cell",
          "alpha-beta T cell",
          "alpha-beta T cell",
          "alpha-beta T cell",
          "alpha-beta T cell",
          "alpha-beta T cell",
          "alternatively activated macrophage",
          "alternatively activated macrophage",
          "alternatively activated macrophage",
          "alternatively activated macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar macrophage",
          "alveolar type 1 fibroblast cell",
          "alveolar type 1 fibroblast cell",
          "alveolar type 2 fibroblast cell",
          "alveolar type 2 fibroblast cell",
          "alveolar type 2 fibroblast cell",
          "amacrine cell",
          "astrocyte",
          "astrocyte",
          "astrocyte",
          "astrocyte of the cerebral cortex",
          "basal cell",
          "basal cell",
          "basal cell",
          "basal cell",
          "basal cell",
          "basal cell",
          "basal cell",
          "basal cell",
          "basal cell",
          "basal cell",
          "basal cell",
          "basal cell",
          "basal cell of epithelium of trachea",
          "basal cell of epithelium of trachea",
          "blood vessel endothelial cell",
          "blood vessel endothelial cell",
          "blood vessel endothelial cell",
          "blood vessel endothelial cell",
          "blood vessel endothelial cell",
          "blood vessel endothelial cell",
          "blood vessel endothelial cell",
          "blood vessel endothelial cell",
          "bronchus fibroblast of lung",
          "bronchus fibroblast of lung",
          "bronchus fibroblast of lung",
          "bronchus fibroblast of lung",
          "bronchus fibroblast of lung",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "capillary endothelial cell",
          "cardiac muscle cell",
          "cardiac neuron",
          "caudal ganglionic eminence derived GABAergic cortical interneuron",
          "central memory CD4-positive, alpha-beta T cell",
          "central memory CD4-positive, alpha-beta T cell",
          "central memory CD8-positive, alpha-beta T cell",
          "central memory CD8-positive, alpha-beta T cell",
          "central nervous system macrophage",
          "central nervous system macrophage",
          "chandelier pvalb GABAergic cortical interneuron",
          "ciliated columnar cell of tracheobronchial tree",
          "ciliated columnar cell of tracheobronchial tree",
          "ciliated columnar cell of tracheobronchial tree",
          "class switched memory B cell",
          "class switched memory B cell",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "classical monocyte",
          "club cell",
          "club cell",
          "club cell",
          "club cell",
          "club cell",
          "club cell",
          "club cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "conventional dendritic cell",
          "corticothalamic-projecting glutamatergic cortical neuron",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "dendritic cell",
          "double negative T regulatory cell",
          "double negative thymocyte",
          "double negative thymocyte",
          "double negative thymocyte",
          "double negative thymocyte",
          "double negative thymocyte",
          "double negative thymocyte",
          "double-positive, alpha-beta thymocyte",
          "double-positive, alpha-beta thymocyte",
          "double-positive, alpha-beta thymocyte",
          "double-positive, alpha-beta thymocyte",
          "double-positive, alpha-beta thymocyte",
          "double-positive, alpha-beta thymocyte",
          "effector CD8-positive, alpha-beta T cell",
          "effector CD8-positive, alpha-beta T cell",
          "effector CD8-positive, alpha-beta T cell",
          "effector CD8-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD4-positive, alpha-beta T cell",
          "effector memory CD8-positive, alpha-beta T cell",
          "effector memory CD8-positive, alpha-beta T cell",
          "effector memory CD8-positive, alpha-beta T cell",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "effector memory CD8-positive, alpha-beta T cell, terminally differentiated",
          "elicited macrophage",
          "elicited macrophage",
          "elicited macrophage",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of artery",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "endothelial cell of lymphatic vessel",
          "enteric smooth muscle cell",
          "enteric smooth muscle cell",
          "enteric smooth muscle cell",
          "enteric smooth muscle cell",
          "enteric smooth muscle cell",
          "enterocyte",
          "enterocyte",
          "enterocyte",
          "enterocyte",
          "enterocyte",
          "enterocyte",
          "enteroendocrine cell",
          "enteroendocrine cell",
          "enteroendocrine cell",
          "enteroendocrine cell",
          "enteroendocrine cell",
          "enteroendocrine cell",
          "enteroendocrine cell",
          "enteroendocrine cell",
          "enteroendocrine cell",
          "enteroendocrine cell",
          "enteroendocrine cell",
          "enteroendocrine cell",
          "ependymal cell",
          "ependymal cell",
          "epithelial cell of proximal tubule",
          "erythroblast",
          "erythroblast",
          "erythroblast",
          "erythroblast",
          "erythroblast",
          "erythroblast",
          "erythroblast",
          "erythroblast",
          "erythroblast",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "erythrocyte",
          "exhausted T cell",
          "exhausted T cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fallopian tube secretory epithelial cell",
          "fibroblast of cardiac tissue",
          "foveolar cell of stomach",
          "foveolar cell of stomach",
          "foveolar cell of stomach",
          "foveolar cell of stomach",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "gamma-delta T cell",
          "glutamatergic neuron",
          "goblet cell",
          "goblet cell",
          "goblet cell",
          "goblet cell",
          "goblet cell",
          "goblet cell",
          "goblet cell",
          "granulocyte",
          "granulocyte",
          "granulocyte",
          "granulocyte",
          "granulocyte",
          "granulocyte",
          "granulocyte",
          "granulocyte",
          "granulocyte",
          "granulocyte",
          "granulosa cell",
          "granulosa cell",
          "hematopoietic stem cell",
          "hematopoietic stem cell",
          "hematopoietic stem cell",
          "hematopoietic stem cell",
          "hematopoietic stem cell",
          "hematopoietic stem cell",
          "hematopoietic stem cell",
          "hematopoietic stem cell",
          "hematopoietic stem cell",
          "hematopoietic stem cell",
          "immature B cell",
          "immature B cell",
          "immature B cell",
          "immature B cell",
          "immature B cell",
          "immature B cell",
          "immature B cell",
          "immature B cell",
          "immature B cell",
          "immature B cell",
          "immature B cell",
          "immature innate lymphoid cell",
          "immature innate lymphoid cell",
          "immature innate lymphoid cell",
          "inflammatory macrophage",
          "inflammatory macrophage",
          "inflammatory macrophage",
          "inflammatory macrophage",
          "inflammatory macrophage",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "innate lymphoid cell",
          "intermediate monocyte",
          "intermediate monocyte",
          "intermediate monocyte",
          "intermediate monocyte",
          "intestine goblet cell",
          "intestine goblet cell",
          "intestine goblet cell",
          "intestine goblet cell",
          "intestine goblet cell",
          "intraepithelial lymphocyte",
          "keratinocyte",
          "keratinocyte",
          "keratinocyte",
          "keratinocyte",
          "keratinocyte",
          "keratinocyte",
          "keratinocyte",
          "keratinocyte",
          "kidney collecting duct intercalated cell",
          "kidney collecting duct principal cell",
          "kidney connecting tubule epithelial cell",
          "kidney distal convoluted tubule epithelial cell",
          "kidney interstitial fibroblast",
          "kidney loop of Henle thick ascending limb epithelial cell",
          "kidney loop of Henle thin ascending limb epithelial cell",
          "kidney loop of Henle thin descending limb epithelial cell",
          "lamp5 GABAergic cortical interneuron",
          "leukocyte",
          "leukocyte",
          "leukocyte",
          "leukocyte",
          "leukocyte",
          "leukocyte",
          "leukocyte",
          "leukocyte",
          "leukocyte",
          "leukocyte",
          "leukocyte",
          "leukocyte",
          "leukocyte",
          "luminal epithelial cell of mammary gland",
          "luminal epithelial cell of mammary gland",
          "lung macrophage",
          "lung macrophage",
          "lung macrophage",
          "lung pericyte",
          "lung pericyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphocyte",
          "lymphoid lineage restricted progenitor cell",
          "lymphoid lineage restricted progenitor cell",
          "lymphoid lineage restricted progenitor cell",
          "lymphoid lineage restricted progenitor cell",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "macrophage",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mast cell",
          "mature B cell",
          "mature B cell",
          "mature B cell",
          "mature B cell",
          "mature B cell",
          "mature B cell",
          "mature B cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature NK T cell",
          "mature T cell",
          "mature T cell",
          "mature alpha-beta T cell",
          "mature alpha-beta T cell",
          "mature alpha-beta T cell",
          "mature alpha-beta T cell",
          "mature alpha-beta T cell",
          "mature gamma-delta T cell",
          "mature gamma-delta T cell",
          "megakaryocyte-erythroid progenitor cell",
          "megakaryocyte-erythroid progenitor cell",
          "megakaryocyte-erythroid progenitor cell",
          "megakaryocyte-erythroid progenitor cell",
          "megakaryocyte-erythroid progenitor cell",
          "megakaryocyte-erythroid progenitor cell",
          "megakaryocyte-erythroid progenitor cell",
          "megakaryocyte-erythroid progenitor cell",
          "megakaryocyte-erythroid progenitor cell",
          "megakaryocyte-erythroid progenitor cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory B cell",
          "memory T cell",
          "memory T cell",
          "memory T cell",
          "memory T cell",
          "memory T cell",
          "memory T cell",
          "memory T cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "mesothelial cell",
          "microglial cell",
          "microglial cell",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "monocyte",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucosal invariant T cell",
          "mucous neck cell",
          "mucous neck cell",
          "mucous neck cell",
          "mucous neck cell",
          "myoepithelial cell of mammary gland",
          "myoepithelial cell of mammary gland",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive B cell",
          "naive T cell",
          "naive T cell",
          "naive T cell",
          "naive T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD4-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "naive thymus-derived CD8-positive, alpha-beta T cell",
          "nasal mucosa goblet cell",
          "nasal mucosa goblet cell",
          "nasal mucosa goblet cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "natural killer cell",
          "near-projecting glutamatergic cortical neuron",
          "neuron",
          "neuron",
          "neuron",
          "neuron",
          "neuron",
          "neuron",
          "neuron",
          "neuron",
          "neuron",
          "neuron",
          "neuron",
          "neuron",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "neutrophil",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "non-classical monocyte",
          "oligodendrocyte",
          "oligodendrocyte",
          "oligodendrocyte precursor cell",
          "oligodendrocyte precursor cell",
          "oligodendrocyte precursor cell",
          "oligodendrocyte precursor cell",
          "paneth cell",
          "paneth cell",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "pericyte",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasma cell",
          "plasmablast",
          "plasmablast",
          "plasmablast",
          "plasmablast",
          "plasmablast",
          "plasmablast",
          "plasmablast",
          "plasmablast",
          "plasmablast",
          "plasmablast",
          "plasmablast",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "plasmacytoid dendritic cell",
          "platelet",
          "platelet",
          "platelet",
          "precursor B cell",
          "precursor B cell",
          "precursor B cell",
          "precursor B cell",
          "precursor B cell",
          "precursor B cell",
          "precursor B cell",
          "precursor B cell",
          "precursor B cell",
          "precursor B cell",
          "pro-B cell",
          "pro-B cell",
          "pro-B cell",
          "pro-B cell",
          "pro-B cell",
          "pro-B cell",
          "pro-B cell",
          "pro-B cell",
          "pro-B cell",
          "pro-B cell",
          "pro-B cell",
          "promonocyte",
          "promonocyte",
          "promonocyte",
          "promonocyte",
          "promonocyte",
          "promonocyte",
          "promonocyte",
          "promonocyte",
          "pulmonary artery endothelial cell",
          "pulmonary artery endothelial cell",
          "pulmonary artery endothelial cell",
          "pulmonary artery endothelial cell",
          "pvalb GABAergic cortical interneuron",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "regulatory T cell",
          "renal interstitial pericyte",
          "respiratory basal cell",
          "respiratory basal cell",
          "respiratory basal cell",
          "respiratory basal cell",
          "respiratory hillock cell",
          "respiratory hillock cell",
          "respiratory hillock cell",
          "retina horizontal cell",
          "retinal cone cell",
          "retinal ganglion cell",
          "retinal rod cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "smooth muscle cell",
          "sncg GABAergic cortical interneuron",
          "sst GABAergic cortical interneuron",
          "tracheal goblet cell",
          "tracheal goblet cell",
          "tracheobronchial smooth muscle cell",
          "tracheobronchial smooth muscle cell",
          "tracheobronchial smooth muscle cell",
          "transitional stage B cell",
          "type I pneumocyte",
          "type I pneumocyte",
          "type I pneumocyte",
          "type II pneumocyte",
          "type II pneumocyte",
          "type II pneumocyte",
          "type II pneumocyte",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vascular associated smooth muscle cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vein endothelial cell",
          "vip GABAergic cortical interneuron",
          "abdomen",
          "abdominal wall",
          "adipose tissue",
          "adrenal gland",
          "ascitic fluid",
          "axilla",
          "bladder organ",
          "blood",
          "bone marrow",
          "brain",
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           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
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          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
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            "linecolor": "white",
            "ticks": ""
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           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
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         }
        },
        "uniformtext": {
         "minsize": 12
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        "width": 600
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      },
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cell\",\"musculature/fallopian tube secretory epithelial cell\",\"omentum/fallopian tube secretory epithelial cell\",\"ovary/fallopian tube secretory epithelial cell\",\"paracolic gutter/fallopian tube secretory epithelial cell\",\"parietal peritoneum/fallopian tube secretory epithelial cell\",\"peritoneum/fallopian tube secretory epithelial cell\",\"urinary bladder/fallopian tube secretory epithelial cell\",\"uterus/fallopian tube secretory epithelial cell\",\"heart/fibroblast of cardiac tissue\",\"esophagogastric junction/foveolar cell of stomach\",\"esophagus/foveolar cell of stomach\",\"small intestine/foveolar cell of stomach\",\"stomach/foveolar cell of stomach\",\"blood/gamma-delta T cell\",\"bone marrow/gamma-delta T cell\",\"breast/gamma-delta T cell\",\"colon/gamma-delta T cell\",\"endocrine gland/gamma-delta T cell\",\"esophagogastric junction/gamma-delta T cell\",\"esophagus/gamma-delta T cell\",\"lamina propria/gamma-delta T cell\",\"large intestine/gamma-delta T cell\",\"liver/gamma-delta T cell\",\"lung/gamma-delta T cell\",\"lymph node/gamma-delta T cell\",\"musculature/gamma-delta T cell\",\"nose/gamma-delta T cell\",\"omentum/gamma-delta T cell\",\"respiratory system/gamma-delta T cell\",\"small intestine/gamma-delta T cell\",\"spleen/gamma-delta T cell\",\"stomach/gamma-delta T cell\",\"brain/glutamatergic neuron\",\"colon/goblet cell\",\"eye/goblet cell\",\"large intestine/goblet cell\",\"lung/goblet cell\",\"respiratory system/goblet cell\",\"small intestine/goblet cell\",\"stomach/goblet cell\",\"blood/granulocyte\",\"bone marrow/granulocyte\",\"endocrine gland/granulocyte\",\"kidney/granulocyte\",\"liver/granulocyte\",\"placenta/granulocyte\",\"prostate gland/granulocyte\",\"skin of body/granulocyte\",\"spleen/granulocyte\",\"yolk sac/granulocyte\",\"ovary/granulosa cell\",\"reproductive system/granulosa cell\",\"blood/hematopoietic stem cell\",\"bone marrow/hematopoietic stem cell\",\"endocrine gland/hematopoietic stem cell\",\"liver/hematopoietic stem cell\",\"lung/hematopoietic stem cell\",\"lymph node/hematopoietic stem cell\",\"respiratory system/hematopoietic stem cell\",\"skin of body/hematopoietic stem cell\",\"spleen/hematopoietic stem cell\",\"yolk sac/hematopoietic stem cell\",\"blood/immature B cell\",\"bone marrow/immature B cell\",\"endocrine gland/immature B cell\",\"esophagus/immature B cell\",\"kidney/immature B cell\",\"large intestine/immature B cell\",\"lung/immature B cell\",\"lymph node/immature B cell\",\"skin of body/immature B cell\",\"small intestine/immature B cell\",\"spleen/immature B cell\",\"bone marrow/immature innate lymphoid cell\",\"heart/immature innate lymphoid cell\",\"reproductive system/immature innate lymphoid cell\",\"breast/inflammatory macrophage\",\"large intestine/inflammatory macrophage\",\"liver/inflammatory macrophage\",\"lymph node/inflammatory macrophage\",\"small intestine/inflammatory macrophage\",\"blood/innate lymphoid cell\",\"colon/innate lymphoid cell\",\"endocrine gland/innate lymphoid cell\",\"heart/innate lymphoid cell\",\"immune system/innate lymphoid cell\",\"liver/innate lymphoid cell\",\"lymph node/innate lymphoid cell\",\"nose/innate lymphoid cell\",\"ovary/innate lymphoid cell\",\"placenta/innate lymphoid cell\",\"respiratory system/innate lymphoid cell\",\"skin of body/innate lymphoid cell\",\"small intestine/innate lymphoid cell\",\"spleen/innate lymphoid cell\",\"yolk sac/innate lymphoid cell\",\"blood/intermediate monocyte\",\"lung/intermediate monocyte\",\"lymph node/intermediate monocyte\",\"spleen/intermediate monocyte\",\"esophagus/intestine goblet cell\",\"large intestine/intestine goblet cell\",\"lymph node/intestine goblet cell\",\"small intestine/intestine goblet cell\",\"stomach/intestine goblet cell\",\"small intestine/intraepithelial lymphocyte\",\"endocrine gland/keratinocyte\",\"kidney/keratinocyte\",\"liver/keratinocyte\",\"reproductive system/keratinocyte\",\"scalp/keratinocyte\",\"skin of body/keratinocyte\",\"tongue/keratinocyte\",\"trunk/keratinocyte\",\"kidney/kidney collecting duct intercalated cell\",\"kidney/kidney collecting duct principal cell\",\"kidney/kidney connecting tubule epithelial cell\",\"kidney/kidney distal convoluted tubule epithelial cell\",\"kidney/kidney interstitial fibroblast\",\"kidney/kidney loop of Henle thick ascending limb epithelial cell\",\"kidney/kidney loop of Henle thin ascending limb epithelial cell\",\"kidney/kidney loop of Henle thin descending limb epithelial cell\",\"brain/lamp5 GABAergic cortical interneuron\",\"adipose tissue/leukocyte\",\"brain/leukocyte\",\"colon/leukocyte\",\"digestive system/leukocyte\",\"eye/leukocyte\",\"kidney/leukocyte\",\"ovary/leukocyte\",\"prostate gland/leukocyte\",\"skin of body/leukocyte\",\"small intestine/leukocyte\",\"spinal cord/leukocyte\",\"tongue/leukocyte\",\"uterus/leukocyte\",\"breast/luminal epithelial cell of mammary gland\",\"exocrine gland/luminal epithelial cell of mammary gland\",\"lung/lung macrophage\",\"nose/lung macrophage\",\"respiratory system/lung macrophage\",\"lung/lung pericyte\",\"respiratory system/lung pericyte\",\"adipose tissue/lymphocyte\",\"blood/lymphocyte\",\"bone marrow/lymphocyte\",\"breast/lymphocyte\",\"colon/lymphocyte\",\"endocrine gland/lymphocyte\",\"eye/lymphocyte\",\"heart/lymphocyte\",\"kidney/lymphocyte\",\"lamina propria/lymphocyte\",\"liver/lymphocyte\",\"lung/lymphocyte\",\"lymph node/lymphocyte\",\"musculature/lymphocyte\",\"omentum/lymphocyte\",\"small intestine/lymphocyte\",\"spleen/lymphocyte\",\"blood/lymphoid lineage restricted progenitor cell\",\"bone marrow/lymphoid lineage restricted progenitor cell\",\"heart/lymphoid lineage restricted progenitor cell\",\"liver/lymphoid lineage restricted progenitor cell\",\"adipose tissue/macrophage\",\"adrenal gland/macrophage\",\"axilla/macrophage\",\"bladder organ/macrophage\",\"blood/macrophage\",\"bone marrow/macrophage\",\"brain/macrophage\",\"breast/macrophage\",\"colon/macrophage\",\"endocrine gland/macrophage\",\"esophagogastric junction/macrophage\",\"esophagus/macrophage\",\"exocrine gland/macrophage\",\"eye/macrophage\",\"fallopian tube/macrophage\",\"heart/macrophage\",\"immune system/macrophage\",\"kidney/macrophage\",\"lamina propria/macrophage\",\"large intestine/macrophage\",\"liver/macrophage\",\"lung/macrophage\",\"lymph node/macrophage\",\"mucosa/macrophage\",\"musculature/macrophage\",\"nose/macrophage\",\"omentum/macrophage\",\"placenta/macrophage\",\"pleural fluid/macrophage\",\"prostate gland/macrophage\",\"reproductive system/macrophage\",\"respiratory system/macrophage\",\"saliva/macrophage\",\"skeletal system/macrophage\",\"skin of body/macrophage\",\"small intestine/macrophage\",\"spleen/macrophage\",\"stomach/macrophage\",\"uterus/macrophage\",\"vasculature/macrophage\",\"yolk sac/macrophage\",\"abdomen/mast cell\",\"adipose tissue/mast cell\",\"adrenal gland/mast cell\",\"ascitic fluid/mast cell\",\"axilla/mast cell\",\"bladder organ/mast cell\",\"blood/mast cell\",\"bone marrow/mast cell\",\"brain/mast cell\",\"breast/mast cell\",\"colon/mast cell\",\"endocrine gland/mast cell\",\"esophagogastric junction/mast cell\",\"esophagus/mast cell\",\"exocrine gland/mast cell\",\"eye/mast cell\",\"fallopian tube/mast cell\",\"heart/mast cell\",\"intestine/mast cell\",\"kidney/mast cell\",\"lamina propria/mast cell\",\"large intestine/mast cell\",\"liver/mast cell\",\"lung/mast cell\",\"lymph node/mast cell\",\"mucosa/mast cell\",\"musculature/mast cell\",\"nose/mast cell\",\"omentum/mast cell\",\"ovary/mast cell\",\"pancreas/mast cell\",\"paracolic gutter/mast cell\",\"parietal peritoneum/mast cell\",\"peritoneum/mast cell\",\"pleural fluid/mast cell\",\"prostate gland/mast cell\",\"reproductive system/mast cell\",\"respiratory system/mast cell\",\"skeletal system/mast cell\",\"skin of body/mast cell\",\"small intestine/mast cell\",\"spleen/mast cell\",\"stomach/mast cell\",\"urinary bladder/mast cell\",\"uterus/mast cell\",\"vasculature/mast cell\",\"yolk sac/mast cell\",\"blood/mature B cell\",\"bone marrow/mature B cell\",\"endocrine gland/mature B cell\",\"immune system/mature B cell\",\"kidney/mature B cell\",\"skin of body/mature B cell\",\"spleen/mature B cell\",\"adipose tissue/mature NK T cell\",\"bladder organ/mature NK T cell\",\"blood/mature NK T cell\",\"bone marrow/mature NK T cell\",\"breast/mature NK T cell\",\"colon/mature NK T cell\",\"endocrine gland/mature NK T cell\",\"esophagus/mature NK T cell\",\"exocrine gland/mature NK T cell\",\"eye/mature NK T cell\",\"fallopian tube/mature NK T cell\",\"heart/mature NK T cell\",\"kidney/mature NK T cell\",\"large intestine/mature NK T cell\",\"liver/mature NK T cell\",\"lung/mature NK T cell\",\"lymph node/mature NK T cell\",\"mucosa/mature NK T cell\",\"musculature/mature NK T cell\",\"nose/mature NK T cell\",\"pancreas/mature NK T cell\",\"prostate gland/mature NK T cell\",\"respiratory system/mature NK T cell\",\"skin of body/mature NK T cell\",\"small intestine/mature NK T cell\",\"spleen/mature NK T cell\",\"stomach/mature NK T cell\",\"uterus/mature NK T cell\",\"vasculature/mature NK T cell\",\"brain/mature T cell\",\"endocrine gland/mature T cell\",\"blood/mature alpha-beta T cell\",\"bone marrow/mature alpha-beta T cell\",\"lung/mature alpha-beta T cell\",\"lymph node/mature alpha-beta T cell\",\"saliva/mature alpha-beta T cell\",\"blood/mature gamma-delta T cell\",\"lung/mature gamma-delta T cell\",\"blood/megakaryocyte-erythroid progenitor cell\",\"bone marrow/megakaryocyte-erythroid progenitor cell\",\"endocrine gland/megakaryocyte-erythroid progenitor cell\",\"kidney/megakaryocyte-erythroid progenitor cell\",\"liver/megakaryocyte-erythroid progenitor cell\",\"lung/megakaryocyte-erythroid progenitor cell\",\"reproductive system/megakaryocyte-erythroid progenitor cell\",\"skin of body/megakaryocyte-erythroid progenitor cell\",\"spleen/megakaryocyte-erythroid progenitor cell\",\"yolk sac/megakaryocyte-erythroid progenitor cell\",\"blood/memory B cell\",\"bone marrow/memory B cell\",\"colon/memory B cell\",\"endocrine gland/memory B cell\",\"esophagogastric junction/memory B cell\",\"esophagus/memory B cell\",\"exocrine gland/memory B cell\",\"immune system/memory B cell\",\"lamina propria/memory B cell\",\"large intestine/memory B cell\",\"liver/memory B cell\",\"lung/memory B cell\",\"lymph node/memory B cell\",\"musculature/memory B cell\",\"nose/memory B cell\",\"omentum/memory B cell\",\"respiratory system/memory B cell\",\"skin of body/memory B cell\",\"small intestine/memory B cell\",\"spleen/memory B cell\",\"stomach/memory B cell\",\"blood/memory T cell\",\"colon/memory T cell\",\"esophagogastric junction/memory T cell\",\"esophagus/memory T cell\",\"lymph node/memory T cell\",\"small intestine/memory T cell\",\"stomach/memory T cell\",\"adipose tissue/mesothelial cell\",\"brain/mesothelial cell\",\"colon/mesothelial cell\",\"digestive system/mesothelial cell\",\"endocrine gland/mesothelial cell\",\"esophagus/mesothelial cell\",\"heart/mesothelial cell\",\"large intestine/mesothelial cell\",\"liver/mesothelial cell\",\"lung/mesothelial cell\",\"musculature/mesothelial cell\",\"pleural fluid/mesothelial cell\",\"reproductive system/mesothelial cell\",\"respiratory system/mesothelial cell\",\"skin of body/mesothelial cell\",\"small intestine/mesothelial cell\",\"spleen/mesothelial cell\",\"stomach/mesothelial cell\",\"yolk sac/mesothelial cell\",\"brain/microglial cell\",\"eye/microglial cell\",\"abdomen/monocyte\",\"abdominal wall/monocyte\",\"ascitic fluid/monocyte\",\"blood/monocyte\",\"bone marrow/monocyte\",\"brain/monocyte\",\"colon/monocyte\",\"endocrine gland/monocyte\",\"esophagogastric junction/monocyte\",\"esophagus/monocyte\",\"exocrine gland/monocyte\",\"eye/monocyte\",\"fallopian tube/monocyte\",\"heart/monocyte\",\"intestine/monocyte\",\"kidney/monocyte\",\"large intestine/monocyte\",\"liver/monocyte\",\"lung/monocyte\",\"lymph node/monocyte\",\"musculature/monocyte\",\"nose/monocyte\",\"omentum/monocyte\",\"ovary/monocyte\",\"paracolic gutter/monocyte\",\"parietal peritoneum/monocyte\",\"peritoneum/monocyte\",\"placenta/monocyte\",\"reproductive system/monocyte\",\"respiratory system/monocyte\",\"saliva/monocyte\",\"skin of body/monocyte\",\"small intestine/monocyte\",\"spleen/monocyte\",\"stomach/monocyte\",\"urinary bladder/monocyte\",\"uterus/monocyte\",\"yolk sac/monocyte\",\"blood/mucosal invariant T cell\",\"bone marrow/mucosal invariant T cell\",\"colon/mucosal invariant T cell\",\"endocrine gland/mucosal invariant T cell\",\"lamina propria/mucosal invariant T cell\",\"large intestine/mucosal invariant T cell\",\"liver/mucosal invariant T cell\",\"lung/mucosal invariant T cell\",\"lymph node/mucosal invariant T cell\",\"musculature/mucosal invariant T cell\",\"nose/mucosal invariant T cell\",\"omentum/mucosal invariant T cell\",\"respiratory system/mucosal invariant T cell\",\"small intestine/mucosal invariant T cell\",\"spleen/mucosal invariant T cell\",\"esophagogastric junction/mucous neck cell\",\"esophagus/mucous neck cell\",\"small intestine/mucous neck cell\",\"stomach/mucous neck cell\",\"breast/myoepithelial cell of mammary gland\",\"mucosa/myoepithelial cell of mammary gland\",\"blood/naive B cell\",\"bone marrow/naive B cell\",\"breast/naive B cell\",\"colon/naive B cell\",\"endocrine gland/naive B cell\",\"exocrine gland/naive B cell\",\"immune system/naive B cell\",\"lamina propria/naive B cell\",\"large intestine/naive B cell\",\"liver/naive B cell\",\"lung/naive B cell\",\"lymph node/naive B cell\",\"musculature/naive B cell\",\"nose/naive B cell\",\"omentum/naive B cell\",\"respiratory system/naive B cell\",\"skin of body/naive B cell\",\"small intestine/naive B cell\",\"spleen/naive B cell\",\"colon/naive T cell\",\"nose/naive T cell\",\"respiratory system/naive T cell\",\"small intestine/naive T cell\",\"blood/naive thymus-derived CD4-positive, alpha-beta T cell\",\"bone marrow/naive thymus-derived CD4-positive, alpha-beta T cell\",\"colon/naive thymus-derived CD4-positive, alpha-beta T cell\",\"endocrine gland/naive thymus-derived CD4-positive, alpha-beta T cell\",\"kidney/naive thymus-derived CD4-positive, alpha-beta T cell\",\"lamina propria/naive thymus-derived CD4-positive, alpha-beta T cell\",\"liver/naive thymus-derived CD4-positive, alpha-beta T cell\",\"lung/naive thymus-derived CD4-positive, alpha-beta T cell\",\"lymph node/naive thymus-derived CD4-positive, alpha-beta T cell\",\"musculature/naive thymus-derived CD4-positive, alpha-beta T cell\",\"omentum/naive thymus-derived CD4-positive, alpha-beta T cell\",\"skin of body/naive thymus-derived CD4-positive, alpha-beta T cell\",\"small intestine/naive thymus-derived CD4-positive, alpha-beta T cell\",\"spleen/naive thymus-derived CD4-positive, alpha-beta T cell\",\"blood/naive thymus-derived CD8-positive, alpha-beta T cell\",\"bone marrow/naive thymus-derived CD8-positive, alpha-beta T cell\",\"colon/naive thymus-derived CD8-positive, alpha-beta T cell\",\"endocrine gland/naive thymus-derived CD8-positive, alpha-beta T cell\",\"kidney/naive thymus-derived CD8-positive, alpha-beta T cell\",\"lamina propria/naive thymus-derived CD8-positive, alpha-beta T cell\",\"liver/naive thymus-derived CD8-positive, alpha-beta T cell\",\"lung/naive thymus-derived CD8-positive, alpha-beta T cell\",\"lymph node/naive thymus-derived CD8-positive, alpha-beta T cell\",\"musculature/naive thymus-derived CD8-positive, alpha-beta T cell\",\"omentum/naive thymus-derived CD8-positive, alpha-beta T cell\",\"skin of body/naive thymus-derived CD8-positive, alpha-beta T cell\",\"small intestine/naive thymus-derived CD8-positive, alpha-beta T cell\",\"spleen/naive thymus-derived CD8-positive, alpha-beta T cell\",\"lung/nasal mucosa goblet cell\",\"nose/nasal mucosa goblet cell\",\"respiratory system/nasal mucosa goblet cell\",\"blood/natural killer cell\",\"bone marrow/natural killer cell\",\"brain/natural killer cell\",\"breast/natural killer cell\",\"colon/natural killer cell\",\"endocrine gland/natural killer cell\",\"esophagogastric junction/natural killer cell\",\"esophagus/natural killer cell\",\"eye/natural killer cell\",\"fallopian tube/natural killer cell\",\"heart/natural killer cell\",\"immune system/natural killer cell\",\"kidney/natural killer cell\",\"large intestine/natural killer cell\",\"liver/natural killer cell\",\"lung/natural killer cell\",\"lymph node/natural killer cell\",\"nose/natural killer cell\",\"ovary/natural killer cell\",\"pleural fluid/natural killer cell\",\"prostate gland/natural killer cell\",\"reproductive system/natural killer cell\",\"respiratory system/natural killer cell\",\"saliva/natural killer cell\",\"skin of body/natural killer cell\",\"small intestine/natural killer cell\",\"spleen/natural killer cell\",\"stomach/natural killer cell\",\"yolk sac/natural killer cell\",\"brain/near-projecting glutamatergic cortical neuron\",\"brain/neuron\",\"endocrine gland/neuron\",\"esophagus/neuron\",\"heart/neuron\",\"kidney/neuron\",\"liver/neuron\",\"lung/neuron\",\"skin of body/neuron\",\"small intestine/neuron\",\"spinal cord/neuron\",\"spleen/neuron\",\"yolk sac/neuron\",\"adipose tissue/neutrophil\",\"adrenal gland/neutrophil\",\"blood/neutrophil\",\"bone marrow/neutrophil\",\"brain/neutrophil\",\"breast/neutrophil\",\"exocrine gland/neutrophil\",\"kidney/neutrophil\",\"large intestine/neutrophil\",\"liver/neutrophil\",\"lung/neutrophil\",\"lymph node/neutrophil\",\"musculature/neutrophil\",\"nose/neutrophil\",\"pleural fluid/neutrophil\",\"prostate gland/neutrophil\",\"reproductive system/neutrophil\",\"respiratory system/neutrophil\",\"saliva/neutrophil\",\"skeletal system/neutrophil\",\"skin of body/neutrophil\",\"small intestine/neutrophil\",\"spleen/neutrophil\",\"blood/non-classical monocyte\",\"bone marrow/non-classical monocyte\",\"brain/non-classical monocyte\",\"breast/non-classical monocyte\",\"kidney/non-classical monocyte\",\"lamina propria/non-classical monocyte\",\"liver/non-classical monocyte\",\"lung/non-classical monocyte\",\"lymph node/non-classical monocyte\",\"musculature/non-classical monocyte\",\"nose/non-classical monocyte\",\"omentum/non-classical monocyte\",\"pleural fluid/non-classical monocyte\",\"prostate gland/non-classical monocyte\",\"respiratory system/non-classical monocyte\",\"small intestine/non-classical monocyte\",\"spleen/non-classical monocyte\",\"brain/oligodendrocyte\",\"spinal cord/oligodendrocyte\",\"brain/oligodendrocyte precursor cell\",\"large intestine/oligodendrocyte precursor cell\",\"small intestine/oligodendrocyte precursor cell\",\"spinal cord/oligodendrocyte precursor cell\",\"colon/paneth cell\",\"small intestine/paneth cell\",\"adipose tissue/pericyte\",\"bladder organ/pericyte\",\"brain/pericyte\",\"breast/pericyte\",\"colon/pericyte\",\"digestive system/pericyte\",\"esophagus/pericyte\",\"exocrine gland/pericyte\",\"eye/pericyte\",\"fallopian tube/pericyte\",\"heart/pericyte\",\"kidney/pericyte\",\"large intestine/pericyte\",\"liver/pericyte\",\"lung/pericyte\",\"lymph node/pericyte\",\"musculature/pericyte\",\"ovary/pericyte\",\"placenta/pericyte\",\"prostate gland/pericyte\",\"skin of body/pericyte\",\"small intestine/pericyte\",\"spinal cord/pericyte\",\"stomach/pericyte\",\"tongue/pericyte\",\"uterus/pericyte\",\"vasculature/pericyte\",\"abdomen/plasma cell\",\"abdominal wall/plasma cell\",\"adipose tissue/plasma cell\",\"adrenal gland/plasma cell\",\"ascitic fluid/plasma cell\",\"axilla/plasma cell\",\"bladder organ/plasma cell\",\"blood/plasma cell\",\"bone marrow/plasma cell\",\"brain/plasma cell\",\"colon/plasma cell\",\"endocrine gland/plasma cell\",\"exocrine gland/plasma cell\",\"eye/plasma cell\",\"fallopian tube/plasma cell\",\"heart/plasma cell\",\"intestine/plasma cell\",\"kidney/plasma cell\",\"lamina propria/plasma cell\",\"large intestine/plasma cell\",\"liver/plasma cell\",\"lung/plasma cell\",\"lymph node/plasma cell\",\"musculature/plasma cell\",\"nose/plasma cell\",\"omentum/plasma cell\",\"ovary/plasma cell\",\"pancreas/plasma cell\",\"paracolic gutter/plasma cell\",\"parietal peritoneum/plasma cell\",\"peritoneum/plasma cell\",\"placenta/plasma cell\",\"pleural fluid/plasma cell\",\"prostate gland/plasma cell\",\"respiratory system/plasma cell\",\"skin of body/plasma cell\",\"small intestine/plasma cell\",\"spleen/plasma cell\",\"urinary bladder/plasma cell\",\"uterus/plasma cell\",\"vasculature/plasma cell\",\"blood/plasmablast\",\"bone marrow/plasmablast\",\"colon/plasmablast\",\"immune system/plasmablast\",\"lamina propria/plasmablast\",\"liver/plasmablast\",\"lung/plasmablast\",\"lymph node/plasmablast\",\"musculature/plasmablast\",\"small intestine/plasmablast\",\"spleen/plasmablast\",\"bladder organ/plasmacytoid dendritic cell\",\"blood/plasmacytoid dendritic cell\",\"bone marrow/plasmacytoid dendritic cell\",\"brain/plasmacytoid dendritic cell\",\"breast/plasmacytoid dendritic cell\",\"colon/plasmacytoid dendritic cell\",\"endocrine gland/plasmacytoid dendritic cell\",\"immune system/plasmacytoid dendritic cell\",\"kidney/plasmacytoid dendritic cell\",\"lamina propria/plasmacytoid dendritic cell\",\"large intestine/plasmacytoid dendritic cell\",\"liver/plasmacytoid dendritic cell\",\"lung/plasmacytoid dendritic cell\",\"lymph node/plasmacytoid dendritic cell\",\"musculature/plasmacytoid dendritic cell\",\"nose/plasmacytoid dendritic cell\",\"pleural fluid/plasmacytoid dendritic cell\",\"prostate gland/plasmacytoid dendritic cell\",\"reproductive system/plasmacytoid dendritic cell\",\"respiratory system/plasmacytoid dendritic cell\",\"skin of body/plasmacytoid dendritic cell\",\"small intestine/plasmacytoid dendritic cell\",\"spleen/plasmacytoid dendritic cell\",\"yolk sac/plasmacytoid dendritic cell\",\"blood/platelet\",\"lung/platelet\",\"spleen/platelet\",\"blood/precursor B cell\",\"bone marrow/precursor B cell\",\"endocrine gland/precursor B cell\",\"large intestine/precursor B cell\",\"liver/precursor B cell\",\"lung/precursor B cell\",\"lymph node/precursor B cell\",\"reproductive system/precursor B cell\",\"small intestine/precursor B cell\",\"spleen/precursor B cell\",\"blood/pro-B cell\",\"bone marrow/pro-B cell\",\"kidney/pro-B cell\",\"large intestine/pro-B cell\",\"liver/pro-B cell\",\"lung/pro-B cell\",\"lymph node/pro-B cell\",\"reproductive system/pro-B cell\",\"skin of body/pro-B cell\",\"small intestine/pro-B cell\",\"spleen/pro-B cell\",\"bone marrow/promonocyte\",\"endocrine gland/promonocyte\",\"kidney/promonocyte\",\"liver/promonocyte\",\"lung/promonocyte\",\"skin of body/promonocyte\",\"spleen/promonocyte\",\"yolk sac/promonocyte\",\"brain/pulmonary artery endothelial cell\",\"lung/pulmonary artery endothelial cell\",\"nose/pulmonary artery endothelial cell\",\"respiratory system/pulmonary artery endothelial cell\",\"brain/pvalb GABAergic cortical interneuron\",\"blood/regulatory T cell\",\"bone marrow/regulatory T cell\",\"brain/regulatory T cell\",\"breast/regulatory T cell\",\"colon/regulatory T cell\",\"endocrine gland/regulatory T cell\",\"immune system/regulatory T cell\",\"kidney/regulatory T cell\",\"lamina propria/regulatory T cell\",\"large intestine/regulatory T cell\",\"liver/regulatory T cell\",\"lung/regulatory T cell\",\"lymph node/regulatory T cell\",\"musculature/regulatory T cell\",\"nose/regulatory T cell\",\"omentum/regulatory T cell\",\"pleural fluid/regulatory T cell\",\"respiratory system/regulatory T cell\",\"skin of body/regulatory T cell\",\"small intestine/regulatory T cell\",\"spleen/regulatory T cell\",\"kidney/renal interstitial pericyte\",\"blood/respiratory basal cell\",\"lung/respiratory basal cell\",\"nose/respiratory basal cell\",\"respiratory system/respiratory basal cell\",\"lung/respiratory hillock cell\",\"nose/respiratory hillock cell\",\"respiratory system/respiratory hillock cell\",\"eye/retina horizontal cell\",\"eye/retinal cone cell\",\"eye/retinal ganglion cell\",\"eye/retinal rod cell\",\"adipose tissue/smooth muscle cell\",\"bladder organ/smooth muscle cell\",\"brain/smooth muscle cell\",\"endocrine gland/smooth muscle cell\",\"esophagus/smooth muscle cell\",\"fallopian tube/smooth muscle cell\",\"heart/smooth muscle cell\",\"liver/smooth muscle cell\",\"lung/smooth muscle cell\",\"lymph node/smooth muscle cell\",\"musculature/smooth muscle cell\",\"ovary/smooth muscle cell\",\"prostate gland/smooth muscle cell\",\"reproductive system/smooth muscle cell\",\"respiratory system/smooth muscle cell\",\"skin of body/smooth muscle cell\",\"spleen/smooth muscle cell\",\"vasculature/smooth muscle cell\",\"brain/sncg GABAergic cortical interneuron\",\"brain/sst GABAergic cortical interneuron\",\"nose/tracheal goblet cell\",\"respiratory system/tracheal goblet cell\",\"lung/tracheobronchial smooth muscle cell\",\"nose/tracheobronchial smooth muscle cell\",\"respiratory system/tracheobronchial smooth muscle cell\",\"blood/transitional stage B cell\",\"lung/type I pneumocyte\",\"lymph node/type I pneumocyte\",\"respiratory system/type I pneumocyte\",\"brain/type II pneumocyte\",\"lung/type II pneumocyte\",\"lymph node/type II pneumocyte\",\"respiratory system/type II pneumocyte\",\"brain/vascular associated smooth muscle cell\",\"breast/vascular associated smooth muscle cell\",\"endocrine gland/vascular associated smooth muscle cell\",\"exocrine gland/vascular associated smooth muscle cell\",\"kidney/vascular associated smooth muscle cell\",\"liver/vascular associated smooth muscle cell\",\"lung/vascular associated smooth muscle cell\",\"prostate gland/vascular associated smooth muscle cell\",\"skin of body/vascular associated smooth muscle 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                       {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('2d8bb88a-6ed9-4769-a800-0e9719fd0c13');\n",
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       "        if (!display || display === 'none') {{\n",
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       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
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       "    x.observe(outputEl, {childList: true});\n",
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       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "import plotly.io as pio\n",
    "\n",
    "\n",
    "fig = px.treemap(\n",
    "    obs_plot, \n",
    "    path=['tissue_general', 'cell_type'],\n",
    "    values='n_donors',\n",
    "    # color='tissue_general'\n",
    ")\n",
    "fig.update_layout(\n",
    "    width=600,   # Width of the figure in pixels\n",
    "    height=600,  # Height of the figure in pixels\n",
    ")\n",
    "fig.update_layout(\n",
    "    font={'size': 18},\n",
    "    uniformtext=dict(minsize=12),\n",
    "    margin = dict(t=50, l=25, r=25, b=25)\n",
    ")\n",
    "fig.update_layout(coloraxis_colorbar_title=None)\n",
    "fig.update_traces(textinfo='label')\n",
    "fig.show()\n",
    "pio.write_image(fig, '/dss/dsshome1/04/di93zer/git/cellnet/figure-plots/figure1/data-summary-simple.png', scale=3)\n",
    "pio.write_image(fig, '/dss/dsshome1/04/di93zer/git/cellnet/figure-plots/figure1/data-summary-simple.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f51767e6-5c7d-4b65-af00-2b2dba225b8e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "e37a52d6-e90e-42c8-be27-ea5c9466ba44",
   "metadata": {},
   "source": [
    "# Distribution of donors with repect to unique cell types + number of cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0d25d214-685e-4264-892b-88f0029966e6",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>number of unique cell types per donor</th>\n",
       "      <th>number of cells per donor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>10074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>7680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>9680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>4911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>4236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5047</th>\n",
       "      <td>3</td>\n",
       "      <td>833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5048</th>\n",
       "      <td>3</td>\n",
       "      <td>791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5049</th>\n",
       "      <td>8</td>\n",
       "      <td>5727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5050</th>\n",
       "      <td>7</td>\n",
       "      <td>9761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5051</th>\n",
       "      <td>9</td>\n",
       "      <td>12548</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5052 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      number of unique cell types per donor  number of cells per donor\n",
       "0                                        10                      10074\n",
       "1                                         3                       7680\n",
       "2                                         3                       9680\n",
       "3                                         2                       4911\n",
       "4                                         2                       4236\n",
       "...                                     ...                        ...\n",
       "5047                                      3                        833\n",
       "5048                                      3                        791\n",
       "5049                                      8                       5727\n",
       "5050                                      7                       9761\n",
       "5051                                      9                      12548\n",
       "\n",
       "[5052 rows x 2 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame({\n",
    "    'number of unique cell types per donor': obs[['tech_sample', 'cell_type']].groupby('tech_sample')['cell_type'].nunique(),\n",
    "    'number of cells per donor': obs.tech_sample.value_counts().sort_index()\n",
    "})\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "92a93516-411d-4c90-9185-cee18d12216d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.jointplot(\n",
    "    data=df, \n",
    "    x='number of unique cell types per donor', \n",
    "    y='number of cells per donor', \n",
    "    log_scale=(False, True), \n",
    "    kind='hist',\n",
    "    ratio=2,\n",
    "    height=5.,\n",
    "    marginal_ticks=True\n",
    ")\n",
    "\n",
    "g.ax_joint.get_figure().savefig('/dss/dsshome1/04/di93zer/git/cellnet/figure-plots/figure2/donor_distribution.pdf', format='pdf')\n",
    "g.ax_joint.get_figure().savefig('/dss/dsshome1/04/di93zer/git/cellnet/figure-plots/figure2/donor_distribution.png', format='png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "05bd4acc-a4f1-4e55-af7c-be3dbacb3eed",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "62733245-ebcb-4c83-9a6f-10b5e87859cd",
   "metadata": {},
   "source": [
    "# Summary table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "b1a7a6e7-9199-43ca-a22b-00874ea45db9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cell_type</th>\n",
       "      <th>tissue_general</th>\n",
       "      <th>n_donors</th>\n",
       "      <th>n_cells</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>B cell</td>\n",
       "      <td>abdomen</td>\n",
       "      <td>5</td>\n",
       "      <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>B cell</td>\n",
       "      <td>abdominal wall</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>B cell</td>\n",
       "      <td>adrenal gland</td>\n",
       "      <td>2</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>B cell</td>\n",
       "      <td>ascitic fluid</td>\n",
       "      <td>25</td>\n",
       "      <td>3036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>B cell</td>\n",
       "      <td>axilla</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198</th>\n",
       "      <td>vein endothelial cell</td>\n",
       "      <td>respiratory system</td>\n",
       "      <td>23</td>\n",
       "      <td>4748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1326</th>\n",
       "      <td>vein endothelial cell</td>\n",
       "      <td>small intestine</td>\n",
       "      <td>36</td>\n",
       "      <td>3166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1425</th>\n",
       "      <td>vein endothelial cell</td>\n",
       "      <td>stomach</td>\n",
       "      <td>25</td>\n",
       "      <td>983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1434</th>\n",
       "      <td>vein endothelial cell</td>\n",
       "      <td>tongue</td>\n",
       "      <td>2</td>\n",
       "      <td>217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>vip GABAergic cortical interneuron</td>\n",
       "      <td>brain</td>\n",
       "      <td>88</td>\n",
       "      <td>89227</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1488 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               cell_type      tissue_general  n_donors  \\\n",
       "0                                 B cell             abdomen         5   \n",
       "8                                 B cell      abdominal wall         1   \n",
       "29                                B cell       adrenal gland         2   \n",
       "37                                B cell       ascitic fluid        25   \n",
       "45                                B cell              axilla         1   \n",
       "...                                  ...                 ...       ...   \n",
       "1198               vein endothelial cell  respiratory system        23   \n",
       "1326               vein endothelial cell     small intestine        36   \n",
       "1425               vein endothelial cell             stomach        25   \n",
       "1434               vein endothelial cell              tongue         2   \n",
       "244   vip GABAergic cortical interneuron               brain        88   \n",
       "\n",
       "      n_cells  \n",
       "0         384  \n",
       "8          17  \n",
       "29         68  \n",
       "37       3036  \n",
       "45         30  \n",
       "...       ...  \n",
       "1198     4748  \n",
       "1326     3166  \n",
       "1425      983  \n",
       "1434      217  \n",
       "244     89227  \n",
       "\n",
       "[1488 rows x 4 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_table = (\n",
    "    obs[['tissue_general', 'cell_type', 'tech_sample']]\n",
    "    .groupby(['tissue_general', 'cell_type'])['tech_sample']\n",
    "    .agg(['nunique', 'count'])\n",
    "    .reset_index()\n",
    "    .rename(columns={'tech_sample': 'n_donors', 'nunique': 'n_donors', 'count': 'n_cells'})\n",
    ")\n",
    "summary_table['tissue_general'] = tissue_general_mapping.iloc[summary_table.tissue_general].to_numpy()\n",
    "summary_table['cell_type'] = cell_type_mapping.iloc[summary_table.cell_type].to_numpy()\n",
    "\n",
    "summary_table[['cell_type', 'tissue_general', 'n_donors', 'n_cells']].sort_values(['cell_type', 'tissue_general'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "4f46e6f6-6d2d-4c88-9ba0-799a59636688",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "(\n",
    "    summary_table[['cell_type', 'tissue_general', 'n_donors', 'n_cells']]\n",
    "    .sort_values(['cell_type', 'tissue_general'])\n",
    "    .to_csv('supp_table_donors_and_cells_per_tissue+cell_type.csv')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "24c465be-9c58-4b46-9e1e-93710fde915f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "709a3f58-03f8-4dc0-90a6-ddb039479cc5",
   "metadata": {},
   "source": [
    "# Shared cell types across tissues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "9e6d15b9-7c15-4bb8-98bc-d9f10d4a403b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import yaml\n",
    "\n",
    "with open('shortend_cell_types.yaml', 'r') as f:\n",
    "    shortend_cell_types = yaml.safe_load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2d496071-0f5e-415c-a115-5f68cb1f8cad",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "n_tissues_per_cell_type = obs[['cell_type', 'tissue_general']].groupby('cell_type')['tissue_general'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e9d0ce72-aad9-4865-98ec-56a28ebb4edc",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "assert np.all(n_tissues_per_cell_type.index == cell_type_mapping.index)\n",
    "n_tissues_per_cell_type.index = cell_type_mapping.label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "d8271c0c-fe80-4541-a9a5-015eafd1b876",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_2876651/2790738409.py:20: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(20, 3))\n",
    "\n",
    "sns.barplot(\n",
    "    x='label',\n",
    "    y='tissue_general',\n",
    "    data=(\n",
    "        n_tissues_per_cell_type\n",
    "        .sort_values(ascending=False)\n",
    "        .to_frame().reset_index()\n",
    "        .assign(label=lambda df: df.label.replace(shortend_cell_types))\n",
    "    ),\n",
    "    ax=ax,\n",
    "    color='#1f77b4'\n",
    ")\n",
    "\n",
    "ax.set_ylabel('Number of tissues')\n",
    "ax.tick_params(axis='x', labelrotation=90)\n",
    "ax.set_xlabel('')\n",
    "ax.xaxis.set_tick_params(labelsize='small')\n",
    "plt.tight_layout()\n",
    "plt.savefig('/dss/dsshome1/04/di93zer/git/cellnet/figure-plots/tissues_per_cell_type.pdf')\n",
    "plt.savefig('/dss/dsshome1/04/di93zer/git/cellnet/figure-plots/tissues_per_cell_type.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "32655d47-3a07-4f1e-b98d-e591cc7629cc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "e6524b00-368e-40ed-8b56-d5ebbc70a941",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "(\n",
    "    n_tissues_per_cell_type\n",
    "    .sort_values(ascending=False)\n",
    "    .to_frame()\n",
    "    .reset_index()\n",
    "    .rename(columns={'label': 'cell_type', 'tissue_general': 'number_of_tissues'})\n",
    "    .to_csv('/dss/dsshome1/04/di93zer/git/cellnet/figure-plots/supp_table_number_of_tisses_for_each_cell_type.csv')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "a5e3a501-ec06-4f03-b026-b67f98068b48",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.ticker import MultipleLocator\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(7, 5))\n",
    "\n",
    "ax = sns.ecdfplot(\n",
    "    x='tissue_general',\n",
    "    data=n_tissues_per_cell_type.to_frame(),\n",
    "    complementary=True\n",
    ")\n",
    "ax.set_xlim(0, 50)\n",
    "ax.minorticks_on()\n",
    "minor_locator = MultipleLocator(1.)  # Adjust the interval as needed\n",
    "ax.xaxis.set_minor_locator(minor_locator)\n",
    "ax.set_xlabel('Number of shared tissues per cell type')\n",
    "ax.axhline(0.1, color='#000000', ls=':', label='10%')\n",
    "ax.axhline(0.5, color='#000000', ls=':', label='50%')\n",
    "ax.legend()\n",
    "\n",
    "plt.savefig('/dss/dsshome1/04/di93zer/git/cellnet/figure-plots/ecdf_tissues_per_cell_type.pdf')\n",
    "plt.savefig('/dss/dsshome1/04/di93zer/git/cellnet/figure-plots/ecdf_tissues_per_cell_type.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74bae600-523c-4255-bc10-39df5be1bc9b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46a741c6-a533-4e21-983b-5042fc805b3f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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